{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.0.0\n"
     ]
    }
   ],
   "source": [
    "FILE_NAME = 'inter_dataset.csv'\n",
    "\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import math\n",
    "import datetime\n",
    "\n",
    "%load_ext tensorboard\n",
    "print(tf.version.VERSION)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# split dataset 80% train, 15% validation, 5% dev\n",
    "def split_dataset(dataset):\n",
    "    size = dataset.shape[0]\n",
    "    train_size = size * 80 // 100\n",
    "    test_size = size * 15 // 100\n",
    "    \n",
    "    return dataset[0:train_size, :], dataset[train_size:(train_size + test_size), :], dataset[(train_size + test_size):size, :]\n",
    "\n",
    "def plot_series(time, series, lab, form='-', start=0, end=None):\n",
    "    plt.plot(time[start:end], series[start:end], form, label=lab)\n",
    "    plt.xlabel(\"Minute\")\n",
    "    plt.ylabel(\"Price\")\n",
    "    plt.grid(True)\n",
    "\n",
    "def tf_dataset(series_x, series_y, batch_size, shuffle_buffer, shuffle=True):\n",
    "    ds = tf.data.Dataset.from_tensor_slices((series_x, series_y))\n",
    "    if shuffle:\n",
    "        ds = ds.cache().shuffle(shuffle_buffer).batch(batch_size).repeat()\n",
    "    else:\n",
    "        ds = ds.cache().batch(batch_size).repeat()\n",
    "\n",
    "    return ds\n",
    "\n",
    "def create_window_dataset(ds, lb, window_size):\n",
    "    windowed_dataset = []\n",
    "    labels = []\n",
    "    for i in range(window_size, ds.shape[0] + 1):\n",
    "        windowed_dataset.append(ds[i - window_size:i])\n",
    "        labels.append(lb[i - 1])\n",
    "        \n",
    "    return np.array(windowed_dataset), np.array(labels)\n",
    "\n",
    "def get_metrics_result(metrics, true_labels, predicted_labels):    \n",
    "    metrics_result = []\n",
    "    for metric in metrics:\n",
    "        metric.reset_states()\n",
    "        metric.update_state(true_labels, predicted_labels)\n",
    "        metrics_result.append(metric.result().numpy())\n",
    "    \n",
    "    return metrics_result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>dollar_close</th>\n",
       "      <th>volume</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>18.3500</td>\n",
       "      <td>18.5500</td>\n",
       "      <td>18.3500</td>\n",
       "      <td>18.5300</td>\n",
       "      <td>4.0979</td>\n",
       "      <td>0</td>\n",
       "      <td>18.5300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>18.5307</td>\n",
       "      <td>18.5874</td>\n",
       "      <td>18.4373</td>\n",
       "      <td>18.4607</td>\n",
       "      <td>4.0990</td>\n",
       "      <td>15063</td>\n",
       "      <td>18.4607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>18.4500</td>\n",
       "      <td>18.4500</td>\n",
       "      <td>18.3400</td>\n",
       "      <td>18.3500</td>\n",
       "      <td>4.0997</td>\n",
       "      <td>13800</td>\n",
       "      <td>18.3500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>18.3303</td>\n",
       "      <td>18.3759</td>\n",
       "      <td>18.2758</td>\n",
       "      <td>18.3203</td>\n",
       "      <td>4.0977</td>\n",
       "      <td>47357</td>\n",
       "      <td>18.3203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>18.3506</td>\n",
       "      <td>18.3979</td>\n",
       "      <td>18.3378</td>\n",
       "      <td>18.3606</td>\n",
       "      <td>4.1002</td>\n",
       "      <td>28101</td>\n",
       "      <td>18.3606</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      open     high      low    close  dollar_close  volume        y\n",
       "0  18.3500  18.5500  18.3500  18.5300        4.0979       0  18.5300\n",
       "1  18.5307  18.5874  18.4373  18.4607        4.0990   15063  18.4607\n",
       "2  18.4500  18.4500  18.3400  18.3500        4.0997   13800  18.3500\n",
       "3  18.3303  18.3759  18.2758  18.3203        4.0977   47357  18.3203\n",
       "4  18.3506  18.3979  18.3378  18.3606        4.1002   28101  18.3606"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(FILE_NAME, sep=',')\n",
    "data = data[['open', 'high', 'low', 'close', 'dollar_close', 'volume', 'close']]\n",
    "data.columns.values[6] = \"y\"\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>dollar_close</th>\n",
       "      <th>volume</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>18.3500</td>\n",
       "      <td>18.5500</td>\n",
       "      <td>18.3500</td>\n",
       "      <td>18.5300</td>\n",
       "      <td>4.0979</td>\n",
       "      <td>0</td>\n",
       "      <td>18.4607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>18.5307</td>\n",
       "      <td>18.5874</td>\n",
       "      <td>18.4373</td>\n",
       "      <td>18.4607</td>\n",
       "      <td>4.0990</td>\n",
       "      <td>15063</td>\n",
       "      <td>18.3500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>18.4500</td>\n",
       "      <td>18.4500</td>\n",
       "      <td>18.3400</td>\n",
       "      <td>18.3500</td>\n",
       "      <td>4.0997</td>\n",
       "      <td>13800</td>\n",
       "      <td>18.3203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>18.3303</td>\n",
       "      <td>18.3759</td>\n",
       "      <td>18.2758</td>\n",
       "      <td>18.3203</td>\n",
       "      <td>4.0977</td>\n",
       "      <td>47357</td>\n",
       "      <td>18.3606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>18.3506</td>\n",
       "      <td>18.3979</td>\n",
       "      <td>18.3378</td>\n",
       "      <td>18.3606</td>\n",
       "      <td>4.1002</td>\n",
       "      <td>28101</td>\n",
       "      <td>18.4500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      open     high      low    close  dollar_close  volume        y\n",
       "0  18.3500  18.5500  18.3500  18.5300        4.0979       0  18.4607\n",
       "1  18.5307  18.5874  18.4373  18.4607        4.0990   15063  18.3500\n",
       "2  18.4500  18.4500  18.3400  18.3500        4.0997   13800  18.3203\n",
       "3  18.3303  18.3759  18.2758  18.3203        4.0977   47357  18.3606\n",
       "4  18.3506  18.3979  18.3378  18.3606        4.1002   28101  18.4500"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = data['y']\n",
    "dataset.loc[dataset.shape[0]]= 0.0\n",
    "dataset = dataset.iloc[1:]\n",
    "data.iloc[:, -1] = dataset.values\n",
    "dataset = data[:-1]\n",
    "\n",
    "dataset_to_numpy = dataset.values\n",
    "dataset.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Split dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset shape: (11241, 7)\n",
      "Train dataset shape: (8992, 7)\n",
      "Cross validation dataset shape: (1686, 7)\n",
      "Dev dataset shape: (563, 7)\n"
     ]
    }
   ],
   "source": [
    "train_dataset, cross_validation_dataset, dev_dataset = split_dataset(dataset_to_numpy)\n",
    "\n",
    "print(\"Dataset shape: {:s}\".format(str(dataset_to_numpy.shape)))\n",
    "print(\"Train dataset shape: {:s}\".format(str(train_dataset.shape)))\n",
    "print(\"Cross validation dataset shape: {:s}\".format(str(cross_validation_dataset.shape)))\n",
    "print(\"Dev dataset shape: {:s}\".format(str(dev_dataset.shape)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stock prices graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2016dc22948>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 10))\n",
    "plot_series(np.arange(train_dataset.shape[0]), train_dataset[:, -1], \"train dataset\")\n",
    "plot_series(np.arange(train_dataset.shape[0], (cross_validation_dataset.shape[0] + train_dataset.shape[0])), cross_validation_dataset[:, -1], \"cross validation dataset\")\n",
    "plot_series(np.arange((cross_validation_dataset.shape[0] + train_dataset.shape[0]), (cross_validation_dataset.shape[0]+ train_dataset.shape[0] + dev_dataset.shape[0])), dev_dataset[:, -1], \"dev dataset\")\n",
    "plt.legend(loc='lower left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data normalization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = MinMaxScaler()\n",
    "scaler = scaler.fit(train_dataset[:, 0:-1])\n",
    "\n",
    "train_dataset_normalized = scaler.transform(train_dataset[:, 0:-1])\n",
    "cross_validation_dataset_normalized = scaler.transform(cross_validation_dataset[:, 0:-1])\n",
    "dev_dataset_normalized = scaler.transform(dev_dataset[:, 0:-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create window dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "WINDOW_SIZE = 15\n",
    "BATCH_SIZE = 64\n",
    "\n",
    "windowed_dataset_train, labels_train = create_window_dataset(train_dataset[:, 0:-1], train_dataset[:, -1], WINDOW_SIZE)\n",
    "\n",
    "windowed_dataset_train, labels_train = create_window_dataset(train_dataset_normalized, train_dataset[:, -1], WINDOW_SIZE)\n",
    "train_set = tf_dataset(windowed_dataset_train, labels_train, BATCH_SIZE, 1000)\n",
    "unshuffled_train_set = tf_dataset(windowed_dataset_train, labels_train, BATCH_SIZE, 1000, False)\n",
    "\n",
    "windowed_dataset_validation, labels_validation = create_window_dataset(cross_validation_dataset_normalized, cross_validation_dataset[:, -1], WINDOW_SIZE)\n",
    "cross_validation_set = tf_dataset(windowed_dataset_validation, labels_validation, BATCH_SIZE, 1000, False)\n",
    "\n",
    "windowed_dataset_dev, labels_dev = create_window_dataset(dev_dataset_normalized, dev_dataset[:, -1], WINDOW_SIZE)\n",
    "dev_set = tf_dataset(windowed_dataset_dev, labels_dev, 1, 1000, False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "TRAIN_STEP = math.ceil(windowed_dataset_train.shape[0] / BATCH_SIZE)\n",
    "VALIDATION_STEP = math.ceil(windowed_dataset_validation.shape[0] / BATCH_SIZE)\n",
    "DEV_STEP = windowed_dataset_dev.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Define model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv1d (Conv1D)              (None, 15, 64)            1984      \n",
      "_________________________________________________________________\n",
      "max_pooling1d (MaxPooling1D) (None, 14, 64)            0         \n",
      "_________________________________________________________________\n",
      "conv1d_1 (Conv1D)            (None, 14, 32)            6176      \n",
      "_________________________________________________________________\n",
      "max_pooling1d_1 (MaxPooling1 (None, 13, 32)            0         \n",
      "_________________________________________________________________\n",
      "lstm (LSTM)                  (None, 13, 128)           82432     \n",
      "_________________________________________________________________\n",
      "lstm_1 (LSTM)                (None, 13, 128)           131584    \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 1664)              0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 64)                106560    \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 64)                0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 16)                1040      \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 16)                0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1)                 17        \n",
      "=================================================================\n",
      "Total params: 329,793\n",
      "Trainable params: 329,793\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "tf.keras.backend.clear_session()\n",
    "\n",
    "model = tf.keras.models.Sequential([\n",
    "    tf.keras.layers.Conv1D(filters=64,\n",
    "                           kernel_size=5,\n",
    "                           strides=1,\n",
    "                           padding=\"causal\",\n",
    "                           activation=\"relu\",\n",
    "                           input_shape=windowed_dataset_train.shape[-2:]),\n",
    "    tf.keras.layers.MaxPooling1D(pool_size=2, strides=1, padding=\"valid\"),\n",
    "    tf.keras.layers.Conv1D(filters=32, kernel_size=3, strides=1, padding=\"causal\", activation=\"relu\"),\n",
    "    tf.keras.layers.MaxPooling1D(pool_size=2, strides=1, padding=\"valid\"),\n",
    "    tf.keras.layers.LSTM(128, return_sequences=True),\n",
    "    tf.keras.layers.LSTM(128, return_sequences=True),\n",
    "    tf.keras.layers.Flatten(),\n",
    "    tf.keras.layers.Dense(64, activation=\"relu\"),\n",
    "    tf.keras.layers.Dropout(0.2),\n",
    "    tf.keras.layers.Dense(16, activation=\"relu\"),\n",
    "    tf.keras.layers.Dropout(0.1),\n",
    "    tf.keras.layers.Dense(1)\n",
    "])\n",
    "\n",
    "lr_schedule = tf.keras.optimizers.schedules.ExponentialDecay(1e-4,\n",
    "                                                             decay_steps=100000,\n",
    "                                                             decay_rate=0.98,\n",
    "                                                             staircase=False)\n",
    "\n",
    "model.compile(loss=tf.keras.losses.MeanSquaredError(),\n",
    "              optimizer=tf.keras.optimizers.SGD(learning_rate=lr_schedule, momentum=0.8),\n",
    "              metrics=['mae'])\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "log_dir = \"logs\\\\\" + datetime.datetime.now().strftime(\"%d-%m-%Y_%H%M%S\")\n",
    "tensorboard_callback = tf.keras.callbacks.TensorBoard(log_dir=log_dir, histogram_freq=1)\n",
    "\n",
    "history = model.fit(train_set,\n",
    "                    epochs=1000,\n",
    "                    steps_per_epoch=TRAIN_STEP,\n",
    "                    validation_data=cross_validation_set,\n",
    "                    validation_steps=VALIDATION_STEP,\n",
    "                    verbose=0,\n",
    "                    callbacks=[tensorboard_callback])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save model weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save_weights('weights/inter_model_weights.ckpt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load model weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.training.tracking.util.CheckpointLoadStatus at 0x2016fd2b908>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.load_weights('weights/inter_model_weights.ckpt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "forecast_train = model.predict(unshuffled_train_set, steps=TRAIN_STEP)\n",
    "forecast_validation = model.predict(cross_validation_set, steps=VALIDATION_STEP)\n",
    "forecast_dev = model.predict(dev_set, steps=DEV_STEP)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Show predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MAE</th>\n",
       "      <th>MAPE</th>\n",
       "      <th>MSE</th>\n",
       "      <th>RMSE</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Train</td>\n",
       "      <td>0.066</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.009</td>\n",
       "      <td>0.095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Validation</td>\n",
       "      <td>0.071</td>\n",
       "      <td>0.407</td>\n",
       "      <td>0.012</td>\n",
       "      <td>0.111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Dev</td>\n",
       "      <td>0.037</td>\n",
       "      <td>0.221</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.049</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              MAE   MAPE    MSE   RMSE\n",
       "                                      \n",
       "Train       0.066  0.375  0.009  0.095\n",
       "Validation  0.071  0.407  0.012  0.111\n",
       "Dev         0.037  0.221  0.002  0.049"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_forecast = np.concatenate((forecast_train[:,0], forecast_validation[:,0], forecast_dev[:,0]))\n",
    "total_labels = np.concatenate((labels_train, labels_validation, labels_dev))\n",
    "\n",
    "plt.figure(figsize=(18, 10))\n",
    "plot_series(np.arange(total_labels.shape[0]), total_labels, \"real value\")\n",
    "plot_series(np.arange(total_labels.shape[0]), total_forecast, \"predicted value\")\n",
    "xpositions = [labels_train.shape[0], (labels_train.shape[0] + labels_validation.shape[0])]\n",
    "for xp in xpositions:\n",
    "    plt.axvline(x=xp, linestyle='--')\n",
    "plt.legend(loc='upper left')\n",
    "\n",
    "metrics = [\n",
    "    tf.keras.metrics.MeanAbsoluteError(),\n",
    "    tf.keras.metrics.MeanAbsolutePercentageError(),\n",
    "    tf.keras.metrics.MeanSquaredError(),\n",
    "    tf.keras.metrics.RootMeanSquaredError()\n",
    "]\n",
    "train_metrics = get_metrics_result(metrics, labels_train, forecast_train[:,0])\n",
    "train_metrics.insert(0, 'Train')\n",
    "val_metrics = get_metrics_result(metrics, labels_validation, forecast_validation[:,0])\n",
    "val_metrics.insert(0, 'Validation')\n",
    "dev_metrics = get_metrics_result(metrics,labels_dev, forecast_dev[:,0])\n",
    "dev_metrics.insert(0, 'Dev')\n",
    "\n",
    "COL_NAMES = ['', 'MAE', 'MAPE', 'MSE', 'RMSE']\n",
    "metrics_table = pd.DataFrame([train_metrics, val_metrics, dev_metrics], columns=COL_NAMES)\n",
    "metrics_table = metrics_table.set_index([''])\n",
    "metrics_table.round(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictions: Train data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x201005dce48>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 10))\n",
    "plot_series(np.arange(labels_train.shape[0]), labels_train, \"real value\")\n",
    "plot_series(np.arange(labels_train.shape[0]), forecast_train[:,0], \"predicted value\")\n",
    "plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictions: Validation data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x20100268e48>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WSyYPZckvS2n2hkMNTz0E3JAzEoacBJ+8CpXrYPTcFI5YREREJPkGfIDhdDopLi5O9TA6VVpaesI2pxQREYs7HGDMHZvHkOw0Ml12HltRTsg0OWdIHacDvsxhuCaeBS99G3YvV4AhIiIiJ5wBH2CIiIj0d5EKjEyX9WM5K83B4UYvL6zfT71rC6cDhxlMYfZQGFwEFatTN1gRERGRFEn2KiQiIiLSTqTfRYbLDkBm+LGuxU+hox6Ag8E8a+fRJ0Pl+uQPUkRERCTFFGCIiIikmDtagWEFF1mu1gLJvGAdALu92daGISdZK5H4PckdpIiIiEiKKcAQERFJMbc/iNNu4LRbP5Yz0+zR9zKDDfhMO//7biWhkMmKulzAhCN7UjRaERERkdRQgCEiIpJibn+QdEdraNG2AsPmOUI92eyv9/Do++Xc85HfeqN2V7KHKSIiIpJSCjBERERSzB8M4XK0/kiOTCUByDYbOWJa00cq6tzsMkcQwoD9a5M+ThEREZFUUoAhIiKSYr5AbICRldZagTGIZppsVoBR7/bTQDY7MmbDxmegpTbpYxURERFJFQUYIiIiKeYPmtH+FxBbgZFnNON15AJwuNFq3Ple3qVQVw73FMM7v0juYEVERERSRAGGiIhIinVVgZFnNBFMs5ZQrahzA7A2ewmceweMWwTv3g2v/WdSxysiIiKSCgowREREUswbCMVUYGQ4WyswBtEMmYMB2FfbAkAgZMLi78A1L8LJX4aVv4HKdUkds4iIiEiyKcAQERFJsfZNPJ3h5w4C5BhuSB9MutNGyLTef23zIZ5etQ/sDjjnNsCAHW+mYOQiIiIiyaMAQ0REJMV8gRAuuxF9bTes57lYFRcFQ4aRm+6MOealDZXWk8x8GDETyt9NzmBFREREUkQBhoiISIq1r8CIzCbJM5oAKBpTSF5mbIAxOi+j9UXxGbDvQ/C1JHysIiIiIqmiAENERCTFfMHYHhhGuALj3HEuANJzhvDDC6fwtcXF/OiiKQA0ePytJxi/BII+K8QQERERGaAUYIiIiKSYNYWk9UdyZLpIcXY4pMjI45ypw7n1kmnccOYETi3Op7rR13qCsQvB5ohOI9l+sJFLHlhOfUubkENERETkOKcAQ0REJMV8wVC0cSfA+dOGc+dl0/nctCxrQ8bgmP2H5KRR3ext3ZCWDaPnwS4rwLj39e1s2t/Ash1VCR+7iIiISLIowBAREUkxfzBEWpsKDJvN4JqFRbh89daG9gFGlovqRm/MNsafCQfWU3HgAG9sOQSA2x9M6LhFREREkkkBhoiISIr5ArE9MKLcddZj+qCYzXmZLho8AYKRdVUBis8EM8RLLzwT3bS/zp2I4YqIiIikhAIMERGRFPMHzZhVSKI8RyBtENjsMZtzM6weGU2eQOvGwvngyGBO8OPopl+/tYNmv4mIiIjIQKAAQ0REJMW6rMDIyOuwOTfdAbRbicThgnELmdC0JmbfNYcCiIiIiAwECjBERERSzBcIxa/AcNd16H8BrRUY9e52q4yMO42h7nJGp/so/8WnyM9ysb02FLPL3poWKo/03dSSumYfWw80ABAKmXywqwbTVNWHiIiI9D0FGCIiIilkmia+YAiX3ej4ZqcVGFaAEVOBATCiBICZzgoMw+CUony218U28vzeMx/zw+c29M3ggev/spqLfr0cjz/Ia5sPcuVDH7Bu35E+O7+IiIhIhAIMERGRFPIHrWqF+BUYRzqpwAhPIXG3mx4yfAYA02x7ATh1fD7VbpP9bSouqho97K2q74uhA7Bxv3Wu9fuO8N7OagA2769n0/56vIEgVe1XSxERERE5So5UD0BERORE5g9aUzw674ERJ8DorAIjdxRNthwmYQUY84vyAVi3t47ReRkQ8HF3863MNbcQKH8JR/GiYx7/hKHZbK5sYEVZDSvLagC49YXNAKQ5bHgDITbdcQHZafqVQ0RERI6NKjBERERSyBfoJMAwzW57YDS074FhGFTaCxkb2g/AsNw0wOpTAWCufoRT2YjTCOIv/SUAje1DkB4KBENsPdDAkRbr+Jc+rmRXdXPMPt7wZ9tX26K+GCIiInLMFGCIiIgkQU2Tl6If/ZOnV++L2d7ss6aBpDnb/Uj2NoIZhPSOPTBy0hwYRpwmnsAeWyGFQesarZUaATBNzA8eZFXoJB4MXELavvd46v2tzLz9dR5etqvXn+ffn/6Yi369PDo9pTwcXmQ4Y5d8tRHix/f/Hw//+c+w7q+wf02Hc4mIiIj0hOo5RUREkmBvbQsAj3+wh6XzxkS3rw83vJw2Mjf2AE+4EWacCgybzWBEbnpMb4uIXRRyXugNaKklPTMfpy0cdOxfg+3Ibv4WuIED5HND6GWaP3kXGMP6it433dxV3RR9fuH0EZw2sYBBGU4mj8hh7Z4jNBzaw8Wrv8Jgo5FswwPlWP8ZdvjMg1CytNfXFBERkRObAgwREZEksNusVUaCodipFB+V15LlsjNz9KDYA9x11mOcAANgzOBMKmqtAOPOl7bQ6PFzxklD+aBxCN9wAdWfwNgFZDoNa6rJpucI2Vy8HpqHDwd+WxqjqlcAn+efGw5w8thyvrq4uMefp8EdYEh2GtVNXnIzHFyzsCj63pQRuZQ/9CPG2Kp4PriI5cGZHCSfc0rG8zXPn+AfN8LIWTB0co+vJyIiIqIpJCIiIkkQaQHRPsCoafIxMi8DR/seGN0FGPmZ0aqOR98v55k1FXzryXWUmaOsHao/ASDLAY1uL2x+nvrRZ9JIJl5c7MyYxdSW1dHz3fnyll59nnq3n4tmjOC2S6fxgwunxL7ZcIBxB17jkcBFfNd/M38PncGK0Ax+uj4T/2cfBVc2PPMVa5qMiIiISA8pwBAREUkCX3i1kVC7Zpa+YKjzFUgAMjr2wAAYk5/BoUYPHn8wZnuFORQvTqjaDkCm02BE/XpoPEDF6IusbS47LzVPYZy5n9FUAWAYPf8soZBJo8dPXqaTrywqZkh2WuwOqx/FMIM8Fjy/w7Eb6hxwxf9B1Tb4x00QCvX8wiIiInJCU4AhIiKSBF6/9Yd6oF0Fhj8YwmWPkx64O++BAVbPDNOE93ZUx2w/e+oIgvmTrIAAyHQYzGpcBo503rfNA+DHF02hZsTpAPxuYT1AxyksXWj2BQiZrU1CO9j8PJ4xi9lnDgfgt1fP5fxp1vOVZTUw4Ww493bY+iK89O3W8hQRERGRLijAEBERSYJIpUSoXYARCJrdVGDEDzDmF+UD8PU/t04DmVU4iD9eO5/MMbPg0GYAMp0w072KrWmz+MvaGqaNzOVLC4v4729cATmjmOVdywXTh1vjK18Of10KT1wJfk+nnyWy+kluRpxWWjVlULMDplwMWL0/Li4ZyUPXzGPqyFzuff0T9tQ0w2nfgsX/Duv+Attf6fRaIiIiIhEKMERERJLAG4hfgeELhnDErcCoA3saODPinm9wlouigsyYbdEgZNg0aDwALbUsHlRNsXGA13wzsNngqlPHWvsYhlUJsauUQS6Y3LIeHv8clL0Nn/wL3v3vTj9Lg9ta+nVQRpwKjN3vAZA++VxOnzSEh750cvStq0+xVl954sO91vXP+k8omAhv3gHBQKfXExEREQGtQiIiIpIU3kD8Cgx/MER2Wpwfx+66TqsvIm67dDpfeWxV9HU0wBg123qsWMX5zo0AfOcbN/GdIRNjTzD907D+cS6u/TNz/U/D0PHwlVfgXz+E9+4DRxqc+cMODTIaPOEKjHhTSPasgKxhGAUT+cvXYo/70sIiXvy4kj8s24XHH2Ti8By+ePatGM9cCx8/CXO/1OXnFRERkRObKjBERESSIFKBETTj9cCI8+O4pRYyC7o8Z4bLHvM6WslROB/sLihfxsgDr1tVDgUTOp5gwjkwdCpnHvoTHtOF+YWnITMfLr4XZl4Bpb+AT17tcFhNkw+AvExXx3PuWQHjTuu0K+jFM0cC8KeVe7j1H5vYWXA2jD4Z3vk5+N1dfl4RERE5sSnAEBERSQJvuAdGsN2iG/5AJz0wmg9D9tAuz5nZLsCInseZAcVnwsrfkNO0C874QfxAwWaDpX/m49FXcqXv//HqPievbT6I15ENn/49DC6G93/d4bCKOmv51sL8dtNbjuyF+r0wblGnY/7yomLKfv4pnrjuVACqmn1w3p3QWAkfPdTl5xUREZETmwIMERGRJPBEKjDaLRvqD4ZwOuL8OG46DFldBxgZztgA46IZI1pfnHcnDJnMnrGfg5KlnZ9k6Emsn/5jyszR3PjXtXzjL2t4ddNBsDthzhdg70o4si/mkH11LQzKcHacQrLrXeuxqPMAA6zGnpGlV2uafFC0GCadD8vvA19Ll8eKiIjIiUsBhoiISBJ0toyqLxjCGa+JZ3M1ZA3r8pxtp5Cs/6/zuGLemNY3h0+Db35E+fhrOp3OEZHVrgdHZJURJlsribB7efS9UMhkRVkNY9pXXwDsfANyRllNRLtRkGVNP6lttqajcNq3wXMEtrzQ7bEiIiJyYlKAISIikgSRJp6RXhgRcXtg+JrB39yDKSStwUPcfhQ9VJBtHTs6zwolWnzWWBk6xWokuuf96L4vbzzArqpmCvNiV0Ah6Ieyd2DSud0GJpHxGgbUNHmtDUWLIX8CrP3TUX8OERERGdgUYIiIiCRBJLjwBUIE2jTC8Afj9MBorrIeu5lC0r4HxtE6Y9JQ/vK1U3jmhoVAmwDDZoOxp1mNOcN2HGoE4I7LpseeZN+H4G2Aief16Jp2m8HgTBeV9R5rg2HA3GusKStV24/tA4mIiMiApABDREQkCSIVGAAt/tbn/kCoY4DRFAkwup5Ckhavd8ZRsNsMTp80lFF5GaQ7bbh9gdY3x50Gtbv47YvLOfmnb7CvtoXReRkMz02PPcmWF8CeBuOX9Pi6eRlOnl1TQVlVk7Vh9tVgc8DaPx/zZxIREZGBRwGGiIhIEnj8rVUXbl9rgOELhnA62k25iFZgDOnynEYPpmr0VqbL0VqBAVaAAWz94DVqmn28+0lVx/4XwQBs+jtMvhDSc3t8rS8vKgKg7HA4wMgeBpM/BeufgID3WD6GiIiIDEAKMERERJKgbe+LZm9rhUPcHhjNh63H7K4rMBIhw2nH3aZC5O71TprMdE6xbQOgrsXPmMHt+l/sKoWWaph5Ra+ude7U4QDURBp5gjWNxF1r9dMQERERacPR/S4iIiJyrNpWXUQqHIIhk5AJDltnU0i67oGRCJkue8xYS3fUsTB0EhfmlLFrahG+YIirTxnbekAwAG/8F2SPsJZC7YX88Eok0UaeAMVnQtoga0rK5AuP6bOIiIjIwKIAQ0REJAnc/taqi0iA4Q8384w7hSRtEDjSkja+iEyXPWYKSU2zD//Ikxl2+DFuv2AspOXEHrDhb3B4Myz9S6/Hm+60YzPg3tc/4bLZoxmTnwkOF0z5FGx/xVrZxO7si48lIiIiA4CmkIiIiCRBiy9IVnjVkJZwk0xfOMCIO4WkmyVUI37+mZn85uo5fTbOjDYVGKGQSW2zjyP5MwETDnzc8YCNz0LBJJh66VFdL2Raj//96rbWjVMvBc+RmOVbRURERBRgiIiIJIHbF6Qg26pQiFQ4BILWX+8dVyE53O0KJBFXnzqWS0pG9dk4M10OWsLVIg0eP8GQiWdYOCDZvyZ2Z1+zFTKcdIG1DOoxONTgaX1RfIa1Gkn5smM6p4iIiAwsCjBERESSwO0PMiTb6vnQYQpJ+wCjvgIGjU7q+CIynK1TSKqbrOaaOfnDYXBRxwBj93sQ9MHEc4/6ej+6aAoAZVXNrRvTcmD0yQowREREJIYCDBERkSRo8QUZEq3ACE8hCUQCjDbVC6EQNB6A3L6rquiNtlNIIs01C7LSrEChol2AseMNcGZGl1o9GjecOYFvnT2RuhYfwch8ErCqMPavBU/DUZ9bREREBhYFGCIiIkkQbwpJpALD5Wjz47il2qpqyC1M+hghdhnV2vDypgXZLhhzKjRUwJG9rTvvfNMKGo6x2WhBlgvThCMtbZZTLT4DzCDsXXlM5xYREZGBQwGGiIhIgpmmidsfZHCmE8OAFq9VgeGP1wOjvsJ6TNEUkjSHLVoZUh0JMLJcrVUWe1ZYjzVlUJTnzhUAACAASURBVFd+TNNHIiLBzkPLdlHv9lsbC08Bexo1G9/AGwh2cbSIiIicKBRgiIiIJJgvGCIYMslKc5DZpsdE5A9zp90Ga/4ET18LW/5hHZQ/ISVjdbUJMCJTSAZnuWDYdEgfZPW9AKv6AvoowLB6g/xh2S7uf2uHtdGZjnfUfA5+/DqPvrf7mK8hIiIixz9HqgcgIiIy0EV6SmQ47WS4HBxx+1m+oyoaFORTDy99u/WAzAIYOjkVQ8XlsBEImdS7/dQ2+8jLdLZWiIw9rbUCY+ebVsiSX3zM14z0BgF4f2c1AB5/kG3ps5lte4/7t5fBktQEOiIiItJ/qAJDREQkwSIVF5kuO1lpdp5dU8GXHvmIm/66FoDhR9ZZO04423qcdP4xL0t6tCL9OGbd8TqHGjzW9JGIokVQWwZ1u6F8OUw6r0+uObRNgLHtYCNN3gCf/u373LlpiDWmihWaRiIiIiIKMERERBIt0hQzw2Unw2mPbveGKzAG1W4AuwsufxQ+9whc8r8pGSdAmqN1fLurW6wVSCLGLbIe3/0lBNx9Mn0ErCkqL39rMXd9egYAVY1eth1sZIM5niYznfnmJtbsqQMgEAzhDQQJtV2xRERERE4ImkIiIiKSYC3e1ikkWWkdf/Sm++ogcwhkDIaZlyd7eDHaroiys6qJ86cNb31zRAmkDYL1j4M9rTXQ6AMzRg+ios4NtE4jCeBgX85sFjVs4pyHP4zZv6RwEC9+c3GfXV9ERET6P1VgiIiIJNiBeusP8xGD0kkLBwTnTh0Wfd/hb7AaZPYDaW1WRAmGTGaMbjMuuwPmf9V6Xnw6uDL79Nq5GVa489rmgwD81yXTmLDoc0ywHaDEKIvud/604WyoqGdfbUufXl9ERET6NwUYIiIiCbYvXFlQODgzOm1kVmFe9H3DU99vAoy2FRgAC8YXxO5w5g/hisfg0vv7/Nq56U4Alu+opnhIFl9dXIxrzpUEndl82fFadL//ON9qcLpyV02fj0FERET6LwUYIiIiCbavtoUsl53Bmc7oiiTFQ7Nad/D0owqMdgHG9FG5sTs4M2D6Z2DQ6D6/9qAMZ/T5d887yXqSnot/5lVcYlvJUI7w2Ffmc9LwbAqyXHxQpgBDRETkRKIAQ0REJMEq6tyMyc/EMAw84YaeMc0x+3EFRnqbpqOJltsmwLi0ZGT0edppN+AygnzL8TxLThqKUVPGfw5+k8DOtzAD3qSNT0RERFJLTTxFREQSrMHjj1YXRFYkKch2cc/nSgiETCjtvwFGMuW0aXBqtFlG1hgykY0jL+eaA8/C70+DI3v5rK+JzwLBe36F/awfwcKbUzBiERERSSZVYIiIiCSYaZrYbdYf5JEAY3Cmi6Xzx3D1KWPCFRi5XZ0iaVz21P1qYLMZnb4387qH4bLfgs0B45ew58p3+LrvP9hkOwle+wmsfjR5AxUREZGUUAWGiIhIgoVMsIUrCn73hbk8vGwXBVku601fM5jBflOBkdZmysifv3pK0q9//rThzCsa3PENmw3mfNH6DxhrmrjH+7iibBbP5/+O6S9/F3a/D+ffBbkjOx4vIiIixz1VYIiIiCRYyDSJzIg4bcIQ/u8rp7RWG3jqrcd+EmBEKjBcDhtnnDQ06dd/6Jp5XH/GhG73MwyDv359AeOG5vHvxn9QN+dm2PZPePhsOLI3CSMVERGRZFOAISIikmBtKzA66G8BRrgHRhezOfqVNKeN7dV+vl19GXz9Devr+dadqR6WiIiIJIACDBERkQQzTbPzQKCfBRhp0QDj+EgwIhUjhxo8MGImzPsKbPo71O1O7cBERESkzynAEBERSbCQaR43FRjHXYARHm9Nk8/asPBmMGzw0cMpHJWIiIgkggIMERGRBAuFYpcFjRENMPKSN6AuOMMVDcdJfoHLYTUdrWvxEQyZkDsKJp4DW14A00zx6ERERKQvKcAQERFJsNBxNIUkUtFwanFBikfSM5GKkZAJR1rCVRhT/w3q90Hl2hSOTERERPqallEVERFJMLMnTTzTcpM3oC5kpTl45dunUzQkM9VD6ZFI4AJQ0+yjIDsNJl8ENgdseRFGn5zC0YmIiEhfUgWGiIhIgrVdRrUDzxFwZIDDldQxdWXaqFwyXcfHv3Gk2Vt/lalu8lpPMvNh7EIoeztFoxIREZFEUIAhIiKSYN028ewn00eORw5769e1ttnX+kbxGXBwI7TUpmBUIiIikggKMERERBLMNLtoiultgPT+MX3kePfNJ9axpbLBelF0OmDCnveTOoa7/7WNC3+1zFrWVURERPqUAgwREZEEM+miB4a3CVzZSR3PQNJ+oZHn11VYT0afDM5MKF+e1PE8+G4Z2w42sv1gY1KvKyIiciJQgCEiIpJgXa5C4muCNAUYR6v9Qqkrd9VYTxwuGLsAypclfUwAzd5ASq4rIiIykCnAEBERSbAue2D4mlWBcQzaV2BsrmygvsVvvSg+A6q2QtPhpI+rUQGGiIhIn1OAISIikmChEBidTiFpVIBxDMx2NRimCR+Uh6swis+wHlNQhRGvAiMUMnn0vXIaPP6kj0dERGQgUIAhIiKSYKamkCROOL8YkZvOuVOHAbDtQLj/xMjZkJ4HZe8kfVjxAow3tx7izpe3cN/rnyR9PCIiIgOBAgwREZEEC5lq4pkokfqL718wmT9eO5/cdAdvbj1EVaMXbHYYvwTK3uo41yQBgqHWa7ywvhJfIBTz/t7aFmvMSRiLiIjIQKQAQ0REJMFCpokt3k/coB+CXkjLSfqYBor2YUB+louN++u5/MEV1oYJZ0PjAajalvCxePzB6PMdh5v4+StbY96vavQCMDQnLeFjERERGYgUYIiIiCRYyOykB4Y3PNVBFRhHLRJfRAKiYDjQ2FNjVTsw8RwwbPDRQwkfS9sAA+DdT6piXh8OBxguh379EhERORr6CSoiIpJgnfbA8DVbj+qBcdQumz0KgNljBgPQ4o0NERhUCPO+Bmv/DA0HEjoWT7spIzVN3pjX++vcAHj9sfuJiIhIzyjAEBERSbBOl1H1NVmPrqzkDmgAOXvKcHbffTHFQ6yvobtNFYTbF36+8GYIBWD94wkdS/R6YW0rLbyBIB9XHAk/V4AhIiJyNBRgiIiIJFjIhLgtPL2RAEM9MPrKyeMGR59P/a9X+XjfEcgvhsJTYOtLCb12+ykkbSsttlQ2RIMLb6BdlYiIiIj0iAIMERGRBAuZZvweGL5wDwxNIekzv/vCXG44c0L09YsfV1pPpl4CBz6Guj0Ju3YkmLj7szO5aMYIvMHWAOOI299mP1VgiIiIHA0FGCIiIonW2TKq0QoMBRh9JSfdyZLJQ6OvdxwOf42nXGI9bvtnwq7t9lnBRPGQLCYNy8YXCEVXSWk7vUQ9MERERI6OAgwREZEEC3XaxDP8x7UqMPpUQZYr+rzyiDu8cQLkj4fd7yXsupEpJBkuO2lOOwD+oBVgtIQDDMMAj6aQiIiIHBUFGCIiIgkWMsEWL8GIrEKiHhh9qiA7Lfq8oq4lWgVB4Xzqdqzgv/6xMSHXjQQT6U47Lrv1K1ZkWonVXNTkvIxPsHvqE3J9ERGRgU4BhoiISIJZPTDivOEN98DQKiR9Ki/DGX3u8YeobvJZL0bPY3Cojjc/WJuQ69aH+1zkpjujK5D4wv0u3L4A/2ZbwUOh2/l+xc0QCVVERESkxxRgiIiIJJjZWQ8MXxMYNnBmJH9QA1j7apdfv/WJ9aRwHgCzbTsTct2acFCSn+VqDTCCIf60YjdvbDnENY43ABgZqODRf76TkDGIiIgMZAowREREEqzTHhjeJmv6SNzyDDkW3zl3EndeNh2AFTtrrI3DZ+A1ncy2lSXkmjVNXnLTHbgcNtLaVGDc9uJm1u+uYqZRzsdpVoiydeW/2FPTnJBxiIiIDFSOVA9ARERkoLMCjE4qMNTAMyG+c+5JAKzbe4Q1e+qsjQ4XW80xTDN2J+SaNc2+aP+NSAXGc2v3AzDZ2Eua4WdF7oWMP7yZmUY5r28+hMth40sLxsXvkSIiIiIxFGCIiIgkWMgEI+4yqo1aQjXBnHYDf9DqQxEKmewIFXKmfUNCrlXT5IuugBJp4nn/WzsAOMmoAOBQ5kS2mOOYZtvD5a9sBWB0XgbnThuekDGJiIgMJJpCIiIikkCRFTDiL6ParAqMBHPabdEAwxcM8YlZyDDjCIGmmj6/Vk2zl4LscIDhiP0Va7ztAH7TTmPGGLaExjHV2IMda4WSzZUNfHKosc/HIyIiMtAowBAREUmgUHixiU6nkGgFkoRy2m3RlUC8/hA7zEIA3Ps39fm1apv95IcrMNIc9pj3xhsH2GsOIyczg1WhyWQZXkqMXQD84c0NvP3AjfDSLVCdmAajIiIiA4ECDBERkQQKhSsw4nY48DZCWm5Sx3OicTls+IPW98ATCPJJyAow9u9Y1+fXavD4yQ0v4dqhAsM4wC5zJHPHDWZlaBoh0+BM+8cA3OV8lBscL8H6J+DZL2uJVRERkU4owBAREUmgSIARt0mjt0k9MBKsbQ8Mrz9EJQU0mels37CqT6/j8QfxBUIMCgcYaW0CDIMQRcZBDthHcWpxPnXksto2g8vty5hs7OUy2/s8GLgELvlfOLgR9n3Yp2MTEREZKBIaYBiG8ahhGIcNw9jUZttswzA+MAxjvWEYqw3DOKWTY681DGNH+L9rEzlOERGRRIn8Y3rclVJ9jZCWk9TxnGicdhuBkEkoZOIJBAGDneZoCgN7+vQ6DW4/ALnpHSswhlNHuuFn6QVnMjw3nRU/OpvZn/kuhUY1r6X9iCZbDk85LoNpnwZHOmz+R5+OTUREZKBIdAXGY8CF7bbdA9xhmuZs4L/Cr2MYhpEP3AacCpwC3GYYxuDEDlVERKTvmZ31wDBNqwJDTTwTyhleDcQfCuH1W5UYFc5xjAvt7dPr1EcCjMgUEnvrr1jFtoMApA+bBMCovAxc0y6FnJEAvDbpdioDOda9MOYU2PNen45NRERkoEhogGGa5jKgtv1mIDLhdxBQGefQC4A3TNOsNU2zDniDjkGIiIhIvxfqbBWSgBdCfk0hSbBIkOAPmngD1qofNZnjGUI9/sbqPrtOg8cKMAbF6YFRZFgBBgUTWg9wuOD6UvjOJvYPPR1vIEQoZMK4xXBwEzRV9dnYREREBopU9MD4DvBLwzD2AfcCP46zz2hgX5vXFeFtIiIix5XWAKNdguFrsh41hSShnHbr6x4IhvCEKzBaBlmVEE37NvbZdRrcAQBy0x1A7Pe7yDhIyJ4GuYWxB+WMgLwxpDutFUu8gRBM/wxgwqqH+2xsIiIiA4UjBde8EfiuaZrPGYaxFHgEOLfdPvFmCsdtyW0YxvXA9QDDhw+ntLS0D4eaeE1NTcfdmCW5dI9IV3R/9H/NfuvHV1lZGaXB1mkL6e6DLAC2lu/nkLs0Ydc/0e+R8r1WZUTp8vfYXR+eQuKzCkG3r3wFz+G468P02spKK8DYtmEd9busfx+6bqaLhzf6KDIO0egaxrply+IeW7HbGuNbpcvIdhlMH7KQ/OW/4kPfVHxpiZ9Be6LfI9I13R/SHd0j0pW+vj9SEWBcC9wSfv4M8Mc4+1QAS9q8LgRK453MNM2HgIcA5s2bZy5ZsiTebv1WaWkpx9uYJbl0j0hXdH/0f0dafPDWG5w0aSJLFhW3vnFwI3wIU0vmMXXakoRd/0S/Rw6v3gdbNjD/1IU49x6BtWuZMnshja9lYHhq+fk6g+mjBnHf0lkYcTut9szelbthw2bOPXMRQ3PSAOsXmbf/p5Si+oO4Rk7v9Ptw8KO9sG0jc09ZwKi8DJg+En57CqflVsLCzxz1mHrqRL9HpGu6P6Q7ukekK319f6RiCkklcGb4+dnAjjj7vAacbxjG4HDzzvPD20RERI4roc6aeHobrUc18UyoaA+MQCjaA2PU4Ex2mqMJHtzCJ4eaeH7dfpq8gWO6TuT4nPTYfxt69NqTGe+oIn34pE6PjUwh8fit8TF0Mowo0WokIiIi7SR6GdUngZXAZMMwKgzD+BpwHfA/hmF8DPyc8PQPwzDmGYbxRwDTNGuBnwKrwv/dGd4mIiJyXOm0iac33APDpR4YieQI98DwB0NWjwmsVUB2hEYzybY/up87Eh4cJbcviGFAmiP2V6txjiM4Q16Mtg0824kEGDFjOOkC2L8a3EeOaVwiIiIDSUKnkJimeVUnb50cZ9/VwNfbvH4UeDRBQxMREUmKSIDRYXqCL1KBoQAjkSLLqPqCoWiFw7CcNHYxmqXGu+TSTANZuH3h8GD/GrA5YWRJr67T4guS6bR3/D7XllmP+V0FGNYYI01GAZhwNiz7JexeDlMv7dVYREREBqpUTCERERE5YZidTiGJrEKiKSSJFLuMqhUQZLjsVNitFUHOHtoAWAEEBz6Gh8/G/8fzOdLY3KvrtPiCZLjsHd+o3WU95o/v9NiM9lNIAArnW0vslr3dq3GIiIgMZAowREREEqjTKSSRZVRdCjASyRkNMForMNIcdjb7hgOwILcaCAcY2/9lHRN08/w/nu7Vddy+QPwAo6YMHOmQ2/lq8B16YADYnVB0Ouwq7dU4REREBjIFGCIiIgkUaeLZYYGLSBNPBRgJ5Yz0wAhYPTCcdgO7zWC/OYSQaTA31/o+NHr8VG96m/3OIprNNGY1xl/ytDNuf5BMZ5yZubW7YHAx2Dr/las1wAjFvjFuoXV80+FejUVERGSgUoAhIiKSQKFQJz0wvI3gzAR7KlY0P3E4Ha09MLz+EOkOKyw4fcpoDpPHkMAhAF7ddBBPVRkfegp5JzSHKXWlEOp5Y89Op5DUlEEXDTyhbQ+Mdtcbs8B63PdRj8chIiIykCnAEBERSYIOPTB8Taq+SIK2PTA8gSBp4bDg4WvmMWzMJNJbrJVInlm1mxHUsnjeXP4VPIVMfy3sXdnj67h9QTLbBxihINSVd9n/AsDlaJ3mEmPEDOuxamuPxyEiIjKQKcAQERFJoC6XUVUDz4Rr2wPD6w+RFq7AsNkMbHljcTVWADCCWhxGiKGFE1nGHHy2THjvVxD09+g6LfECjIb9EPR1G2C0XSklhivL6p1RvbNHYxARERnoFGCIiIgkUKjTVUgatYRqEkR7YARDMRUYAOSNxd5UiY0QhYbVzNPIG0vAnsnyUV+BnW/AK9/r9hqhkInbHyTD1W46UE14CdVuppBEA4xACDOybE34vBRMgJod3Y5BRETkRKAAQ0REJIEiFRgdmnj6msClACPRIuGANxBbgQFA3hiMUIDh1DHaqApvG0ua08a7Q66CeV+DtX+Gw51P4ahq9DL+J69QXt1MhrPdr1W14QAjv+sAIy08heSuf27ld6XWMTsPNzL+J6+w314INTtb1+MVERE5gSnAEBERSSAzOoUkXgWGppAkWqSxpscfxBsIRhtmApA3FoDRRlW0AoNBhbjsNnxBE87+f1bI9PZdnZ5/RVl19Hlm+wqM2nJwZEDOyC7HGAlZAH73jjVdpLy6BYBXD2aDpx6aq+MeKyIiciJRgCEiIpJAnU8haYC03OQP6AQT6Uvh9gXDFRhtfvUZZAUYhUY1o41qK2hwpOFy2PAFQpCZDwtuhG0vw6HNHc79k+c3csvf1kdfd1iFpKYM8rteQhXA3qZBSrPPWonEEZ76sqx2cPhcrdNImr0BTr/nbZZ9UtXNpxcRERlYFGCIiIgkUKdNPN11kDE4+QM6wUSWTW3xWRUY7aeQYNj4ZglcOs4Pg8YA1qog3kC4oeap37BWi1l+X4dzP/Hh3pjXeRnO2B1qy7pt4NkZr9+6/i5zhLWhujXAKKtqYl+tm39/+uOjOreIiMjxSgGGiByVYMhk7k/f4JnV+1I9FJF+LRT+O9hoW4ERCoKnATLyUjOoE4jNZpDutOH2B/H4Q7FTSJwZMGImEz0byWzcA4OLAEhz2FsDjMx8mPdV2Pz3mBAhnoLstNYXoSDU7e62gWdnvAGrEmO/ORSvkQZV26Pv1butlVGqm7xHdW4REZHjlQIMETkqvkCI2mYfP/77xlQPRaRfi1uB4akHTFVgJEmmy0GLL9CxAgNg3GLYvRwaKmDEDMCqwIhZ0vS0b1lVGP/6QZfXKch2tb6orwgvoXqUAUa4AsPldPBJcBRmmykstc2+6HN/+6VXRUREBjAFGCJyVILhP8oCIXXGF+mKGa8HhueI9ZiuCoxkyHDacftCeAPtKjAAxp3W+nzETADS7DZ84QoIALKHwaJvQ9nbVlVFJwqy2gQY0RVIej+FZNknVdEKjJuXTGRraCyhNgFGdVNrgHGw3tPr84uIiByvFGCIyFEJBhVciPRE3GVU3XXWoyowkiLDZcftD+Dxx6vAaBNgjJoDQJqzTQ+MiJlLrcdtrwBWFVp7MVNIasIBxlFMIfnzyt3R608cls12cwz2lqroSiQ1baaO7Ktt6fX5RUREjlcKMETkqDy3tiLVQxA5LoTiLaMaDTBUgZEMmS57uIlnu1VIwOpxseQncPUz0UDJZbd1DCgGj7NWLalYBUCDx9/hOrEVGLvAmdntEqrtTR+Vy4fltbSEVyOZOCybbabVXDSyEkrbKSQPLtvVq/OLiIgczxRgiEivbdpfz50vb0n1MESOC5FZVrEVGOEpJKrASIoMpxVgePxB0p32jjss+SGcdH70ZXQZ1fYKT24NMNytAcbFJSPJSXPEnrt2lzV9pP3yud1YOL6ARk+AnYebMAwYW5DJ9pC13GskwDjU4GHy8BzAmm5yoN7dq2uIiIgcrxRgiEivHWnp+C+PItKZLiow1AMjKTJcdho9AUImHSsw4ujQxDNi5Cyo3wfuIzR4AgD835fn89ur57Lxjgti960pg/ziXo910vBsAHYebiLNYSPNYceXXkCDcwjsXw3A3toWiodk8c9vLwbg/re6Xh1FRERkoFCAISK95gsGu99JRIDWCoy4TTw1hSQpMl12jrRY0y7iVmC0k+awRVcBiTF0qvVYtZ3aZqsPxaBMZ8f9ggGr2edRrEAycVjbAMMaa0F2GtvS58CONwl5m9lX52ZsQSZTR+QC8ORH+zjcqGaeIiIy8CnAEJFe8wViG3jWu1WR0Rt1zT48/hMjBKpq9LLzcFOqh5FSoVCcZVTdR6z+CI60+AdJn8pwOqgLBxhp7VchiaPTCoyhk63Hqm1U1FnTNgrzMjruV78PQv6jauA5riALh83AF2zt11GQ5WKZcxF46/E+cjG2gJsx+ZnYasv42b9ZY2oMV4SIiIgMZAowRKTX2v9if+Pja1I0kuPTnJ++weUPrkj1MBLONE0uvn855973LtsONqR6OCnT2gOj7RSSI+p/kUQZLhuecEVFT6aQpDnseOOFjHnjrOCpahv7altIc9gYmhMnhKoNN9Y8igqMTJedUeFQJFItUpDt4vXgXLjiMTIOr+NnzkdZcuhP8JuTWbL9LgDc4aafNB6C3e9D6MQISUVE5MSiAENEes3frrndpv31KRrJ8SfSGHDT/gZMc2AvRbunpoXDjVaZ/fJPqjFNkybvifevxKYZrwKjTv0vkshpb/11pydTSDKcdpp9QfbUNMf+f2qzwZCToGobe2tbGJOfGRtMRUQDjPG9HqvLbmNMvhVgRCswstOobfbRNPFS/hC8lM/ZlzNm3f8AMHrP84ygBm8gCIe2wG/mw2Ofwnzpll5fW0REpL9TgCEiveZvV4Exs3BQikZy/Kk80rpaQKQEfaBauasm5vm9r29nxm2v8cL6/SkcVfJFe2DY2vXAUAVG0rQNMHpSgZHhskKOM39ZygNv74x9c+gUOLyNyiMeRsebPgJWA09nFuSM6PVYHXYbYwZnWmN1tk4hqW328VF5Db/wX8W6T70MVz0FN64E4Hz7arweNzz7FUxHGm8ZCzDW/QUq1/f6+iIiIv2ZAgwR6bX2/RvSHd3/i6ZY9tW1RJ9XNXlTOJJj4w10X56+sqyGoTlpXH3qWD4qr+Vfmw4CnHA9MUKdVWCogWfSONp88dN6UIGR6Wrd58WPK2PfHDYFGivBU09OuiP+CWp2HtUSqhFj8q0AIxTOigdlOAmZ8MaWQzjtBlNmnwaTL4Th02gZUsKNjpcoXPULqNpG1dn38R331/HaMmH1I0d1fRERkf6qk5+8IiKda2kXYLT4NNe6p9pWXRxvzU/f2X6Y7z+zgepw8HLNwnHcedkMrn74A7YeaGBQhpPnb1rEPzce4L43PqHe7eeSkpGcNqGAJz7cS1OVNX2k4Tj73McqEmAY7ZdRVYCRNI7eVmC0CTl2Hm7icKOHYTnp1oahUwAY4dtDurMw/gkObYLiM496vGPDAYbDbt0zuRnWSidvbDnEnDGDoxUiANWn/5Sxz18GO/8Cs7/IjkELaeRDtuUsYNb2V60UxKZ/rxIRkYFBP9FEpNfcbQILw+gYaEjn9tW2VmAcb3/Iv7i+MhpeADy1ah/1bj8rymrIzXCyu6aFLQcaKN1+GJsBX1owjhuXTODcqcO54cwJfG1xMRlOO41uH2x6Dv5xM7z8XWu5yQHMbL+MqmlCSw1kFqRuUCcYZ9sKjB5UjLUNCMDq5xIVDjAKA3tigo6opipoPAAjZvZqjK9+53R+/4W5AJw7dTg/vWw6d3+2BIDcdCvAqG7yMW1UbuyBhafwA/917Cj+Ilz4cyrCVV5r0xdA82GoXNercYiIiPRnCjBEpNfaVlzkpDlw+068xoxHY2VZDb8rLYv+0XM8BRimabKyrLWnxYzRuXgDIc75n1IALi0ZBUBFXQsVdW5mj8nj9n+bzpQRuaQ77fzooincesk0JgzL4vzK38GzX4Xtr8D6J+H/LgZfS7zL9ktfe2wVj7xX3uP9oxUYkQ3uOgj6ILv3/RHk6Dhimnh2/6tPpiu2QLWizdQv8saBI4NxwX3xz3Vwg/U4sqRXY5wyIpeLZo4ErADlSwuLomHFoHAFBkDh4Ni+G+lOPZLO0wAAIABJREFUG08Hz+KDyT/ghW1N/PjvGwH4wD6XEHY+fuuJXo1DRESkP1OAISK9FhNgpDtxqwKjR67/y2qA6Lz5Bs/xE/zsrmnhYIMn+vrz88dySclIqpt8gBVo2G0G+2rd7KttoTDchLC9WbbdXNjwDJz8Zfh+GXzhGWiogA9+m4yPcczq3X7e2naYn768pcfH1LVYQVVkGgBNh63H7GF9PTzphNPeuwqMzHYVGPvbNty12TCHnkSxuS/+iiYHrQCB4TOOaqzx5Ga0BiqR/hgR6eGxev1Bfl9aFm0ae8CXwUehk3CVvd5n4xAREUk1BRgi0mttKy5y0h0xU0qkczlp1h8hR1r8pDttx1UPjEj1RVGB9cdTQZaL31w9N/r+sNx0xubYeKH0fbJ9VUzMjtOgtOoTbqn7OXXGoP/P3n2Ht1WfCxz/Hu1hy9uJZzbZe0FCIGHvllWgcAsUSqGU7t7bcuntpi0t3K7b0kJpgRbKpqyyRyAESMgm05l27NjxtmRrn/vHT9tyIsczyft5njyydHSOfrIVW+fVO3i64CZ+8MIWfBWLYNIF8N6voaN+UJ5LX6zZ29LrfaqbO9E0KM2N9FBwq2amZI3ox5WJQ0ls4plJBkZiCUlhlpXdjZ3c/eo2WjtVwC5cMJEJhpoeAhgbIKcCHPl9X3hEtIQE0mRgRAIyNS1dbD3QEbu9vSvA66E5TDbsg9Z9/bYWIYQQYihJE08hRK8lZ2CY2Nd89KT/D6Xo9IM/XD2H25/ZeFSVkKzc1URxtpU/f24etz+9kZMnFCZtL6aNJ/RvUGiNjEhdDuyYCbYc1fPh4DboasGhOfmq8Tu88dweAM6ZNpITz/wR/N8CWP5LOP9Xg/vEeil6gliYZcl4n5qWLkZk2+Kf/EczMI5gxKY4MslNPDPogZEQmCjKtvLixlq8gTBVDW7+eM1cAvkTKdUeJ1tL87tv/xoomdkv647KccQDGKMLnEnbzEYNgwZvb2tIur2tK8Dr4TncwT9g28uw8KZ+XZMQQggxFCQDQwjRa25fPAMjy2qiKxBCj3YqBPjgXvjbBRDwptn7+BQO6+xv6eKLp47ljCkjyLGbu2dgtO6DmtXxro9D5Jm1Ndy3fFfsZ1rV0MHz62s5aVwBJ4zI5slbFiV9IqwRpuTlz1Ogt/C9wHXcHrgB/6Kvg8kGnibwtcOYJTD3Wh6Y9iBvuEfF9q1p6YKCcTDrs7DmIehsHvTn2xvRMbjeQDjjfWpaOqnIT/jU3B3JNJESkkGTVEKSUQ8MY9LX0Z/3vzcdoNnjp6tgCgClni3JO7bth5bdMGpxP6w6LiuhJ4fTmvzZk6Zp2M1G9jQlB1PavUH26CVUhUtV09wh/r0ihBBC9AcJYAghes3jSywhMaPrCSd0nc3w8n/BnndVk0YBwK5GD/5QmLGF6tPTfKclaaIHrdXwh5Pg/tPVifwQaXL7+Ppj6/npS1to6FDr+/2bVQCcO617xsC3z57IBabVGGs/RjvvV/hmf559Y67ActYP4IZX4UvvwxeXw2UPwPl3Y8gpS9o/NpVlwU0Q8sGGxwf0+fVVdL1uXxBf8PClU+Gwzvb6DsYUJnxq7q5XwR2rq+cdRb8yJYwRtfVyCklqP4yHV+6lvWgOIV2jtC1lwseut9Tl6JOPfLFpGAwaZbl2blk6Lu32aCnL/NF5AMyqyCUUaYbx99AZUP1BfG1CCCHEUUwCGEKIXnP7kntgAPFGnjWr43fc/spgLmtYW7lL9ZBYOEaNzizLs7NmX2vshLj9qa8QDvrBVQ7//k9o3nXYY4bDOlUt/dt/5INd8QyI6uZO3thSz+q9LcysyOWcaSXd7n/rKaP53ch/Q+EJMPNK7rpsJn+/cWGPxy/IsiZdr4k2Rxw5HUpmwdqHh+0nxe3eAO/uaIxdb/b4D7vP1gMdtHQGYj93QPX6yCpWM4jFoDAlZGAkZmP0JDqFRNOSy0kKnBbe2tbA6rog6/TxjNr/EoQSmvF+8oyaUtLLEaqZWPGd0/ivcyal3dYUeS2eO62EPT8/n0/NKo1teyR0uurJ8fLt0gtDCCHEUU8CGEKIXvP4kqeQAHRGG3vWrALNqFKo6zcNxfKGpbX7WijKtjIq0gSzPM9BKKyz5K63CDXuwlX9Jnf7Pk3TlS+qEZvrHj3sMf+0fBc/+dDLR7v7r+zi/Z3xE/QnVtdww4OrqWnpojjbmn6HVfdD4zY47XtgOPwn2wXOeO+IsYXOWEkGAHP+Q71m9r5/xOsfSPe/q0anTi/LAeBgR5pGpSmigauTxiUEMNz1MkJ1kJkTemBoGQSOokGLqxdWJmVgnDt9JOuqW/nmE+v5U/ACnJ69sO1FtbFhK1S9ATOuGPTg1NxRKvNi2aTipPUD+DHDhb+Gpir49XRYPrz7zAghhBCHIgEMIUSvJZaQRN/c+4OREpLWfeAqg4qFcHArBA9/knc8qG7uZEyhM3byVJTQBNKz7ikAng0tZrffBWNOgU1PHjYT4ZVP1DSLjfvb+m2dK3c1sXCMmp7w2Orq2O2JgYeY9lp4604YuwwmX5jR8QsSnvfMilx21Hewvb6DcFiHmZ8FZxGs+E3fnsQA2dPowWoy8LNL1Kfr62sO/31fubOJUQUOSnMTe2A0SP+LQZY4hSQTRoPG5h+dzQ8vmoY9ko1hMRpYNjH+c3s9PBeffUQ82Lj8LrA4YeHN/bbuTP39hoVs/MFZsVKl1OkoTSOXwG0fq/+nb/5E/d8VQgghjkISwBBC9Iqu67gTxqhGP+nzhyIBDPcBdXI2cjqEgyqIIahu7qIizxG7XpYwCjG05UU2hkeznyI10WXapaqEpHZtukPFNLSrJqk/fmEzb2zp+wjSZo+fXQc9LJtUTG7C1AMAiynlz0UoCM/eAuEAnH93xp84FzjjmRwVeXZaOgOc9b/LeW59LVgcMOdaqHoNmnf3+fn0t+qWTuaOyqMiX/0cv/fsJt5LKCmhq6VbwG7tvpZYQCjGfUBGqA6yxAyMTDksJowGLfY7zmU3syDhZxnGQMu4T6vX6/41sOlpmH8jOAt6OuSAsVuMsWw46D4qdu5PXudfe02w7A5Ah+0vD/IKhRBCiP4hAQwhRK90+kNJiQH21AwMd4MaDzlyhrp+YOMgr3D48QVD1Hd4kyZRLJtYzFdOG08+7eQ0reP10FwAttV3wKQLQDPAjlcPedzEXiSb9rfHvvYGQnT51b/e2NvkAWB8URa/uix5DGSnPwThsBp1+uBFcM9k2PU2nH2nmiKSocQMjMQgzjvbD6ov5t8AJjs8/xUIDY8xs62dqr9ANAiVY4+fKNZES2DWPAy/nAB/ORP86rZwWKe508/InITsi4BXBTpkhOqgMmXQ96In0Swzl91Ets3M6984NbbNPfkKCIfgvmWADvM+39el9ovUDAyAd7YdhKKJql/NmoeGba8ZIYQQ4lAkgCGE6JXE8hEAp1W9UfZFAxgdkQyM/DFgdkoAA3Xiq+uq70WUpmmcM62E04xrMaDzenguRdlW/vTOLvb77aqh5c6epwb4g2HavfGfhSeSFfP2tgYmfe9lJv/Py5x299sEQ2FGf+dF/rx85+HXGWmoWZHv4PTJySUOJTk2+OAPKv28swnGngqX/RXmXd+r70VWZARkcbaVPEc8mPFhpFcErlI47y7YvRxevaNXxx4IH+xqYtaPXuOVTw7Q6PZRnhB0AVVqQN0GeOFrKoOkbj0P3/+/LP75m3T4gug6uGwJYy/bImU5ORWD+CxE4hSS3ooGaaPTS8YXZ3H+jEhD26ITYOl31dczroC8UekOMejSBTAAlSl14pdUdlf1h4O7KCGEEKIfSABDCNEr7pQAht2sTs78wTAE/dDVrBoUGoxQOAEadwzFMoeV1XtUk81ZFTlJt08YkcUphg0c0PM4eckyfnGp6q3w9rYGmHiuGn3Yw/cvOgHjtEr1/Y9mAqyrbo3dp67Ny55IVsVdL2877DqjxyjPs6NpGs99eTGvf+MU/nj1HL58SgW8/zvVn+OWFXDp/TDtkoy/B1GapvHoF07k+dtO5ozJI/jdVbP56ukTqG3z4o1Ospl9jfok+6P7oG1/rx+jP0UbpD4R6QcSLR/5+w1q0oq3swMeuwYchXDbWsgfx7i6F9jf2kV7l8ogcSVkbNCyV10OkxPd40Umk0d6Es3ASCyruvvymdx7zRzGF2fDqf8Jn38FLvxtn9fZX9IFMGIBz+mXq+DyukcGeVVCCCFE30kAQwjRK4kTSCCliWdnpB9AVpG6zCmH9qE9AR1quxs9fOfpjWRZTYwrykraZjYamGPYwerwCXz9zIksm1jMSJdNjTKde706yfjH5dDUPXui0a16LUwtMHLKCUVUN3fx5tZ6fv16csDjufV1Pa7t3R0Hufr+DwhG+pdUN3eS5zDjjGRJzCjPZXxxNudOL8H6yROqd8PJ3+jT9wPURI4RLhsGg8aFM0sZXaiCApO+9zLPrK1Rd1r8VdBDsPGJPj9eXwTDKs1+X2TcbbQMaP4YNfVh3O5HoHUvXPYX1ftg8oXMN2wjm06W3KUyaBJLTmjdoy5zJYAxmExH0AMjKtoDIz+hka3NbIyPFdY0qDwRzLY+rbE/2dMEMF7fUs9//OVDsGbBhDNViZqUkQghhDjKSABDCNErXYH0AQxfMAxdkU//7erkjpxyaKs5rt8kVzW4Abh20aju4xvb6yjXGhk/5zRsZiOapjGl1MXOBrcKAn3uX+Brh/tPh60vJe0azcBwWTRGuqw0dHj5/N9Wx7Z/cckYKrV6XlrVc+bFE6trWFHVRF2bagb68d4WppXldL9jOKQmg5TMgrFLe/9NOIzE5qbvV0VKSfJGQ/EU2PlGvz9eb0QbpW6vVz/HaBmQ1WTEaQwyo+YRGHcajD5Z7TDhLMxaiBMNm2PHcNlSMjCMFsguGZwnIIDeTyFJFM06SzuJZ5hKbeIZ9e6ORnRdh/FnQEedlPgJIYQ46kgAQwjRK96UAIY9FsAIEexsAaDOF5k0kVMOfjdvrNvB/71VNajrHC6iZQSfmZem58G+9wGYtODM2E3leXY217XzwHu7oWI+3PCa6pfw5PVJ5SR3vrQFgGyLRkGWNRbQANAI8922H7Lc+nX+6fsSY7Q6wrpOuHY9fPwgrH8M3d/J+ztVsGDpr97m/nd3sb3ezUnj0kxQWP0ANO+EJd/MeNpIbyT2BmlKeB6MOw32fQB+T78/Zia21LXzz1XxUbIWk4GirPgUlYstH5EVaIKTvhy7LVwyi5CuMc2wJ3aby57QA6NxO+SPgz70ZBC9dyRTSKI6IqUXhQk/++Guxx4YRILNE88Fg0nKSIQQQhx15B2UEKJXYs06IxyWeA+MhoYGAH7yRq3a6CoD4K7H3+CXr2zr9VSMY0G7N9IHwWbuvnHvSlUmMjI+8SOajfCjFyKf4BeMg6ufBIMZ3roTUMGirQc6sJoMFNo1CpwWAiGV5VKaY+PVZfth+8usLfo0RsL8yXwPtxmeQvvLWWq6xzM30fHkrTS6VXZBKKzzi5fVuNspJa6UNb4Pr9yuMi8mX9hP35VkI1xWrls0mjyHmSZ3whjS8adDyA973huQxz2cf29U5TdzR+Vx4th8vrBkDIaET/Iv197ggGWUCrREtAbNVOllTNXiY2CTSkgatkDxpIFfvEjSlykk1y0azaVzyrlu8ej+W9AASwxgnDF5BL+8bEbsutsXBGchTL0EPrwXtjw/FEsUQgghjogEMIQQvZKagRHrgREKY/S3AbDbEzlhyykHoNSgPun/eK/K0Pjrit08t752MJY75Nq71Ke32YmTKKL2vg+VC8EY35Y29Tt7BMy8Erb9G/wealtV4OGnF0/HZNCSRpM+cfNJTNh+H5TM4uCpP+drgVvJ1zr4uvkpvFnlcNPb6PNuxLX9aS43vhPbLxoASfqUedPTamRqTrmaODIA2RegGnv+4KKpLJtYnJyBUblIjVStGpoyko/2NDO9LIenblnEP286iW+fnRB46DjA9PBWPnQuS/q+NLl9bNJHs9gZ7/2SHQ1e+T3Qug+KJg/WUxAR5j5kvOQ5Ldz9mZnxn+NRIPH3yP3XzmNccbz/TmyS1IW/gZKZ8O/vDPbyhBBCiCMmAQwhRK+kBjAskdRsfzBMONIDo84bOaGOZGDMzlENED+pVQGOHz6/ma88unYwljvk2r0BnBZj9yaCnc3Q8AmMWpR089lTR8a+TvpeT7kIgl1Q9UZsWkhFZKRngVMFHSrzHZR1bICmKlj4RRZPKKKrchlvn7+c03y/4tUlj0PpbNZNv52PwhP5b/M/uWZmdtLjx4IhW16Ap26E8vlww+vgyO+Pb8ch5TstNLkTAhhmm+otMUR9MKoa3EwtdaXfuOV5DOissCT//Jo8fj4Jj8HubeCvl1eyYHQ+2ZGmqKrfgA4jpg7swkU30QyMPrTCOKpYUn7fJGZWxSZJWRww8ypor8HqbRzM5QkhhBBHTAIYQoheSS0hsUY+6fMFw+heFaDoINLTIHskaEZG6OrNcU1L1+AtdJho7wokj9GM2rtCXY5anHRzscvGzy5R41SbU7MR7Pmw5Xmqm9X3sTwy0jMadFg0rgC2vaRq2ydfiNNq4vGbT+KC2ZXs0kv504padF3n/V0t/E/genI0Dz/JfpZblo6LPUy+06Kmnjx1I5TNgasfV9M1BkFBlpWuQIhOf8Ko3rFLVUCm48CgrCEqHNZp9vgpyu6h78Hmf1FrqmBbuDzp5ia3n03h0QAscx3g8ZtPiped1ESarJbPH6BVi55EAxim46T3SGrDYJvZyMM3LABSJkmVzwMgu2P7oK1NCCGE6Ivj4y+5EKLfHCoDg642PLqVIJFPnA1GcJWSF1S9MapbOlUH/Ijo+M5jWbs3kNwDIWrnm2DJSnsyG512kJSNYDTBxPNg+yvsrGvGZjYw0qXGNlbkOyjOtnLe9BLYvVwd0xrPrLCZjdjMBjbXtbOvuZPNte148yehLbgJVj/ACaF4g1WryQjv/AI0A3zmoaTjDLRoICbpeUdOsNi/ZtDWAdDaFSCs9zB5wtMIe1ew3rU01qQ1qsnjY7MeGZFauy55v73vQ26lKgkSgypaQnKcxC8AyLKa+NxJ8XG90fHIsRISgJHTwWjB1S4BDCGEEEeH4+hPuRCiP6RmYERLI55bXwveNtpxAqoxJACuMgpDBwGobu7EG4jv/7s3q1i5s4kPdzUlN288itW3e9l6oB2AQCjM29sOpm/gufNNGHMKGLtvK4j0oXji42re2FIfawTK5AvB18buVS8xf3Q+xsgn+y6bmY/++wxOqTCpk+Yxp3Y75h+vmQtAo9tHo9tHscsGy74LziKW7vgZRiKBqfZa2PQUzPkcuEr7+u3olcJoACMx82TkDNCMUDu4AYzo6zE/3eSJzf8CPcyeotNocvs42OHjyY9raOsM0Oj249Ec6PnjoC4hgOFzq1KYE84dpGcgEkWzYI6XDAyATT88mx99alrselYkgOFODGCYrDByugQwhBBCHDWOn7/kQoh+4QuE0DTVmT9RVYObpqYG2nVV1uCOjB7EVUpBWDXxrGnpoi3hE+vfvLGDq+77gCv+/AFfeyzl0+qj1Kd+v4Jzfv0u4bDOM2v34wuGKcxO+RS/eRe07EmaXpEo2tvioZV7ueHB1fzx7Z1qw7hldBpdXGx4h1NPKOq+454VgA5juwcwouM/G91+mjx+FSyw5cB5d5HXuonrjK8wuzIX3vs16GE48eYj/RYcsfxIL4+kYJbFAflj1fSOQdQYyQIpTJeBsf5RKJ5CoGga7d4g97+3i289sZ7fvbmDZo+PPIcFrXQW1K6FaMbRe/dA0AvTLx/EZyGirCb1dufSOWVDvJKhkzYDA6B8PtkdOyAUSLOXEEIIMbxIAEMI0SveYBirycAPLprKnp+fn7TNEnTTFsnA6PCpN8Ne+wiK9SZsZg1fMMyug24AvnPuJG47bXxkT522tpZBew498QZCHOzoWybIgXY1IeTNrQ28+kk9Bg3u+cys5Dut/Ye6HH962mMUu2x8YcmY2PW61kjvEJOVVa4zOcuwmutn53Tfseo1VZZSNq/bpuh0kZ0H3TS5farXBcCUT8P4M7g96wUeObUNVt0Hc6+HvNGZP+l+krZ0BqBwguqDMYhW7lJBt4LUDIzGKqhZBTOvoiDSH2PtPtW8dk+Thya3Xz2PsUuhfb8KYux4Dd69G2ZdDRXS/2Io2MxGNvzgLP7nwuO3gWpWZOT13ubO5A0VCzGG/XBgwxCsSgghhOgdCWAIIXrFFwipPglpOELuWAZGhzfIvzfW8cuVHdg1P7OLVAr3J7WqvGJyiYsr5lewUNvCU5Yf8Fz7FfDEdfDwxXD/Geqkb5Dd9PDHzP/p6/1yrBsfWs3rW+q5aGYpNnPC98t9ED74I0y9RGUW9GB2ZV7s68SSirccZ2PVghg3PZG8QzgMW1+C8WeAqXvWQDRgcdfL22jpDMQml6BpcPr/YAx4sD9xFWSNhDO+fwTPuO8K0pWQgApgNO+CUDDNXv1P13V++8YOAIpTm3iuul81SZ1+eex7uKFGBTCqm7uoa/OqYNHkC8Fgho1PwGvfVz/rC349KOsX6bls5ljZ1fHIaVW/h/749k58wYReRpUnqst9Hw7BqoQQQojekQCGEKJXvIEwNnP6Xx22UHusB4bbF+Sx1dUc0NX4zbl5KjNh4341qcRlM1G++yn+afsppVoTVZbJ8MkzULdBNUl87Bp1OYiWb1e9OqoaOrqnWfcgFNZj/T6iDU5POaGIP1w9hz9cPYfvXTAleYf3/leNQ112+yGPWx4pIwE42OGLNTzdpo+iyjQB1j4cL08AlRXgaVAnzmlYTMk/s9i4VICSmfC5Z+G078EX3lClJUPAYTHhsBi790MpGA8hP7RVD8o6WjpV9tBFM0vJSywhcTfAx39TZSCukljPjmhfl+0NHWza38bMilyw56lg0gd/UONyl/132sCSEIPFZDRw8WxVQpOU5eQqxWfJi4z5FUIIIYY3CWAIIXrFGwwlZxQksCdlYASobe2iLhLAmJrVgaZFmn0CeZYQvP4DtIqF3FH2V/4z51dw2xr42kb47GOqX8CqvwzOk0pxxj3LOfHON2jrPHRNeCAU5uRfvMlJP3sDXzDEt59UKdgXzy7lvOklnDe9JLkEob1WfYI/8yqVVXAIZbnxAMbWAx1M/8GrVDd34vYFWe66AOo3QdUb8R02PKY+8Z9wZkbPMZaBETX6ZDjlW4PeuDNVvtPSPQMjNzJJoXXfgD/+Pa9tZ86PVfbP0okpfUZW/AZCPljyLYCkEau5DjO6DsGwzknjImNnT/4aWLJh4vkq40aIITZ3lMrsWvTzN6lOKCXpdFTAwcHtMyOEEEIcCQlgCCF6xRcIxxriRd116Qw0wtj1TtqJl5AcaPOyRx8JQGlgH7+/ag7fPnsiP79kOqMa34XORjj1P7E6s2n3haBgnGraWDQRJpwNH/0Zgv5uaxgo9oTATIcvSFWkX0dPNtS0UdfmpaHDR01LF/uaPACcNWVk+h2W/1I1yDz1vw67loIsK/d9bh6nTyoGoCsQ4p3tB/H4gqwrOBdyKuGtn6rjNWxRmQGzrzlk9sRTtyyKfT2tzHXYNQwFh8VIlz95VC+5lepyEAIYL22si32dn5h90VGvAmozroBC1bulIs8R2/yDC6dy+3mT+NGnpnLy+EJ1Y+WJ8K1tcMXfj6/5nWLYSszE2tsUD2B4nKOgYasqRRNCCCGGMXlHJYTolXQZGAvH5uPEi5Ew7boqIdnf2kW7N0gzLhr0XAo8Ozh/Rgm3LhvPlQsq0TY9Cc5iGHMqLpuZ9q6UbId5n1cBjqp4T4pAKMzl977Piqr+Ky3Z3ejhjHve4WCHD5fdlLStpqWzh72gyx/iyj+vjF2vbu6k0e3nktllsW7/SZp3w5qH1HjSvFEZre3MKSMYmWOLXb/j2U3savRgt9ph6Xegdg0LProVHjgbrFmqBOQQop++AlTmOw5xz6FjNRnxh1JOolxloBkGtISkurmTM+55h6qGeNAqKUvlwz+qMpZTvh27yZDQT+GMKSO46ZRxfO6k0cl9FixOCV6IYSMx+BxOKEHrdJSp0raOunS7CSGEEMOGvKsSQvSKNxDCltLE02Iy4EKd7EenkGyp6wDgkjlltLlOYKRnO4RDqoHl81+DrS/AzCvBYMRlN9PuTQlgjD8drDmw45XYTXWtXlbtaeGr/1zbb8/nbyt2U9Xg5vn1tRg1deL54ldOBtTY1yQHt8HK/4Ogn4/2NBMI6Zw4Nj9232aPP7m3RJSuw+vfV80fE06AM/Ff507i3mvm8F/nTIrd5rSaYPbVcNHv6LKPVCf4lz4AzoLDP9/r53Pf5+ahacOzmaHFZMAfTAlgmCyQXTKgGRivba6nqsHNFfMqYrfFfpa6Dp88C+OWqSyhBP+6dTE/v2Q6WemCVkIMM4kBjIQOOnhtKtNrsPrMCCGEEEdK3nEJIXrFFwx3O1kzGw24NBXACJmzMeoaW+rUtJHrF41hwr6L4NU74JkvqqkMoEogTrwFUA09vYEwvmDChBOjGcrnQfWq2OO0dKpyks7UEoM+sEdGC3YFQrR7g9xw8himluaQ5zDzy1e28e6OgxgNGguKgnx102cg4IHqj/jY8RXMRo37r53PzB++yh3PbgIgP/FT+4atKlCz4zWo/gBOuwNcJb1an8tm5pxpJXgDIX7x8lYAsiLTBJjzOTa2V7J06dKMj7d0YnGvHn+wWYyG5AkJUa4y1UNkgKzc1URlvoNfXDaDx1ark7hYCUlTFbTshkVf7rbfzIpc1bRTiKOApYcMDK8t0u+ltTo+lUQIIYQYhiQDQwjRK95AuNsYVYvJgBOVrRAwOcmymqhqcGM0aIwtcqqmlUaLCl5MOAtur4OvrI01jMx1qBPFbk0zKxZCw2bwqsklTR41naIeEdXnAAAgAElEQVRfAxiRcph2bwC3L4jLZgbgxiVjWTKhkHAY9hz0MGr1T9FDfph1DWx5jnPX3cqsMhdZVlOsTwUkfGq/8Un44yJ488fgd8OZP4aTv3nE67SZjbHAUdoSlWNE2gwMgOyRA5revuugm6mlqi/IEzefxA0nj4mXSu15T12OWTpgjy/EYLAY47+7E/+fxTMwBr7PjBBCCNEXEsAQQvSKLxDqNkbVYjTg1NSY1JDRQbZNnWDPLM9RJ9vOQrjg1zDmVDj3F6pRpzF+Eh4dR9mYMNpv10E3y71jAJ3d65cTDIX5yQv93yU/+olkQ7sKjkT7YNy6bDwP37CQx28+iYdGPMqnje/TNvdW+PT/0XXub5gc3MJN2SsA+O1Vs5OfS2czvPB1KJ8P39wOt6yAxV/pcy+EPKcKrhzLAQyryYAvbQCjBDoODNjjNnn8FEYmxswfnZ88/nbv+6pfS0r5iBBHm8QMjOjYZ4Cw0Qb2/EFplCuEEEL0hQQwhBC94gt2z8AwGw3YUQEAoy0rlimQlFo/+2q49jnIH9vtmNGyi2iGBcBV933Al97WCOsazzz3LG9vO8iuRk9se7dJFUco+ib+k1qV5VGS0DQTgNp1jNv3BPcHz2XjhFsB2FR0Ph+GJ7G0+v+gox6b2cgV8yqozHcwaaQLPvwT+Nrhgv+F7BH9sk6AK+dXUpJjY1pZz5NGjnY9ZmC4StT31HfoyTBHIhAK09oZSN+/BGDfShi1CIZp3xAhMpXYA8MXSPl/llupSkiEEEKIYUwCGEKIXvGmycAwGjSyDSr4kJubg9mothdlW7vtn070xLEpIQPD7Q3ixkGVXsp0wy7W7GtJ2udQE0J6oysSwNher06MF4xJaYS56Ul0g5nfBS+mplVlmexr7uK7gRsxBTvh3bsB+MVlM1j+n8sotQfhw3th4vkwYgr96dZl41n53dOZdQz3XLAcKgMDwF3f74/Z4lGvu4KsNK/X1n2qseGoxf3+uEIMtsQMjK5A6rjiCmniKYQQYtiTAIYQoldUAMPY7fasSACjIC8/9gl6oTOzAEZhLAMjHsCInkxu1kcxxbCXzZGmoFHdJoQcocRMjgWj8+ONG6N2vQ2VJ+Ezu9h2QE1W2dfcyW5KCU+/HD7+G9Sui99/1V/A2wqnHHm/i+OZ1WToPkYVICtSoz8AAYxo6VJh6s8eoCbSRLZiQb8/rhCDracSEkA1Vm6tVlN3hBBCiGFKAhhCiF5RJSTdf3VYQiqgUJSfHzsB7RYM6IHLbsJk0Ghyx0tIolkZm8OjKNOaoLOFReMK+Oj20wH496b+aejY6Q9RkmNjww/O4tGbUrrve9vgwCa00YuZNyqfD3Y1AVDd3EmJy4bxrJ+AzQVv/VTdP9ClxqyOXQZlc/tlfccbq8mYvoTEEcmM6Wzu98eMli6lzcCoW68a0Bb3bzaNEEPBYkwMYKSWkFRAsAs6mwZ5VUIIIUTmJIAhhMhYMBQmGNbTZmA4NHUSWFyQFzsB7bGnQApN08hzWmJjUgGyI9NANuuj1XE7d+C0mijKtqJp8PjqGuraErIw1jwEfzoFdr/bq+fUFQjisBhx2cwYDSk9DmrXAjpULOCkcQVsPdBBk9vH9oYOxhQ5wVkA82+EHa+qUakfPwieBjjlW71ag4hTJSRp+pvEAhj9f3JV3axeRyNcaQIYtetU8MKU2WtZiOHMmlD+5039fxaZCjWQ036EEEKIvpIAhhAiY95IYCK1BwaAAx+dupXCbFush0Fhuk+0e+C0GPH41Btqjy8YS2/eEq4EoMxbRZbVhKZp/PW6+QC8+8GH+FpqYMVv4fmvqU/Ln7kZ/Jn3x+j0h3BYepjqcWCTuhw5gxPHqhPoZ9buZ3NtO3Mr89S2RV+BEdPgH5fBy9+B0UukX0IfWIw9NPG056vLAQhgfLS7icIsK5X5juQNuq5eUyUz+/0xhRgK1oQxqt0aITujZVoNg7giIYQQonckgCGEyJgvElRInUIC4MBLJ1YKs6zMG6VO7vMyLCEBsFtMdPpD7DzoZur3X+Gj3apUoIkc6vVcyv1VOK3qcU+ZUMR19hV8ZuWnsP5mKrz2PRh/Olz9JLTXwIrfZPy4nf4Qdkv35wNA/SbIGgnOQmaU55BtNfGTF7cQ1okFNLA44Iq/w9ilMPXT8JmHZFpFH1hMBsK6yvZJ3uAAs2NAAhhr9rWyYEweWurPrXWv6mdSOqvfH1OIoZDYA6NbppOzSF16GgdxRUIIIUTv9PCxoxBCdHfIDAwtkoGRZeGeK2ZyW+P42DjVTDgsRroCQXY2dB+TuTk8iinaXrZHjmdo28cdlkdo9eey2jSTMy6/FcafAQYjTLpATQFZdBtYsw77uF3+UM+lLnXrYeR0QI2KffSmE9l50I3DYuKkcQnTSvLHwOf+lfFzFT2L9lfxBcOYjCmvM3s+dLWk2evI6brOgXYv504b2X1jtDlriQQwxLEhMYDR7g0SDCX8P8uKBjAODsHKhBBCiMxIBoYQImPRso60PTDw0YkNh8WEw2JiamlOr47tsBjp9IcIhLp3wN+sj2K8th+XKfKp/Gvfw6QHeGTan/my9xY8o07nhO+9ynPra2HxV9Wn5uv+kdHjdvpVD4xufG44uBXK5sRumlaWw6dmlXHmlBHdP60X/SJ6gpW+kWd+nzMwrv/rR3z36Q2x6x5/CH8wnD6IVbceDCZp4CmOGYl9fl7cUMfp97wT32h1qYa1EsAQQggxjEkAQwiRMV+ka326KSTREpIjZTcb6fKHYhMhAC6aWcrdl89kG6MxayHKA3th60uw+V+w6DacJRPxBsK88skB/KEwv3tjhxp3WbFQTQMJBQ/7uK2dAXIdPZy86mGZJjLIYgGMdKNUHQV9CmB4fEHe2naQRz+qRo+MioxOvslPN/K3bh0UTwaz7YgfU4jhbG9TQr8gTVNlJBLAEEIIMYxJAEMIkbFo13prD1NIOvUjD2A4LEZ2N3r4n399ErutJNfGpXPLKZ+xFIDx9f+G526DEdPh5K9TkW8H4PuRfUbmRE40T/qy6l+w9flDPmYorNPc6acgXa+O2jXqsnRO921iwETHPPpSRzwCOApob67nJy9s7tUxdV1n0c/eYOr3X4ndVhUpVfrsfR8CaSbm6LoqIZEGnuJ4IgEMIYQQw5wEMIQQGYuVkKRp4jkp38AJFWn6CGTIbjHGppfEHi/SJd/nKGFLuJKpex9SPRAu+TOYrCwcU8BnF1Zy+mTVPb/JHRnDOul8yBsDH9x7yMds7fSj66QPYOz/GHIq43XhYlBEg2P+UPpRqmFPE/e/t7tXx3T7gtS2eZNu29Hgpq0zwP5WNUK1MDUDo60Gupql/4U45tx12Qz+ceNCAFy2lD5FEsAQQggxzEkAQwiRsWiAwZqmiWeW5qO4IP+Ij203d2/4uTuS3mwzG7gneBkhzQhn3wkjVE8Cp9XEnRdP59dXzuY/ThxFTYu6/9Pr6thaciFUfwAdB3p8zCaPCngUpBv3un8NlM0+4ucjjkw0A+OFDXX8/YO9Sds6DNnkah6MhGjrCmR0vFBY5+uPrYtdf/DzCwCVOn/Tw6tjt+c5zck71kX2KZXXgDi2fGZeBYvHF3LdotF06zjkLAK3BDCEEEIMXxLAEEJkLNpY0ZI6HQLA7wGL84iPndhI87vnTuLSOeV855xJANx48ljMUy+g/StVcOLNafevyLfT7g3S1hXgG4+v57a15WrDJ8/0+JiNkf4H3TIwPI2qBEXKRwZdtJTj16/v4I5nNyVtOxhWU2VycceCVYdT1eDm9S0NAOQ7LSweV0Cuw8yqPc18GBnVO3FENiU59uQda9eBZoQRU/vydIQYtuwW1XcoSVYkA0Pv3kxZCCGEGA4kgCGEyFgwMiHEnC6AEegE85EHMOyRAMakkdl88dRx3P2ZmUwpdQGQ57Twh6vnkpfXc4ZHeZ4DIHZiu0Mvh/IFsOr+2JtxbyDEr17Zxksb6wD464o9QJoMjNq16lIaeA668rzkQMJTH9dQ29qFNxDima2q3CNP66C6uSuj4x1oj5eOPHj9AkxGA5X5DjbXtsduf/yLJyVNZwBUE9eiSWBOCWwIcYxwmI0EwzqBxIa5ziII+cDXMXQLE0IIIQ5BAhhCiIwFw+qNrsmYcrKn633OwLBHeh+U5BzZxIeKSACjujnhk/mZV0JTFTRuB+DtbQ38/q0qvvSPNQRCYV7bXK/2zU85Sd29HAxmKR8YAsXZNswJr69vPrGeK//8AX95bzcfN6rXSB5uDrp9PR0iSWKmRn4ku6Mkx5YU2HCZg7D9VXCrTA3CYRXEkgae4hgWDRp3JmZhOCM9f6QPhhBCiGFKAhhCiIxFMzBMqZ9WB7oAHSyOIz723iYPAHMq845o/2gQ4pOET9Y54Wx1ufk5AN7fGR/BedfLWwH46cXTcFhS+m9UvQ6VJ4I164jWIo6c0aBRlqt+ltlW9XOpa+siFNZp0bMBKNDa8QXSNPlMIzFTI1oqlDgy9V83z0N76FPwyOXwx0Wqeeued6GzEcad1i/PSYjhKPp7r0sCGEIIIY4iEsAQQmQsnoGR8qvDr4IPWI78hP/SueUUZlm4fF7FEe2fYzfjsBjZUNMWuy2YVQpjl6kyklCQlTubmFyiylLue1dNsohmbsTUfAwNm2HyRUf2RESfLRpfCEAoUvoTCutk20w06jkAFGpt3Wv3e3CgLR7AsEWyfAoTRqaW7/gHVH8Ip35HlYs8+Cl4+iaw58HkC/rl+QgxHNkt6vd4pz8Yv9FRoC49jUOwIiGEEOLwJIAhhMhYMBzpgdEtAyMSwDAfeQbGjPJcVt9xJiOPsIRE0zQKs6zsqI/Xbr+2uZ66CZ8F9wFat7zJjgY3F80s5bdXxUtDUnsusOo+FYiZeeURrUP03Z0XT+eqBRWxqTdhHbbUtdNMNmFdo9jQhjeYWQCjrSvA9LIc9vz8/Nht+QlNW127X1SlIsu+C//xLJgs4D4AZ/xQ+l+IY1p08lNyCYkKHtIpAQwhhBDDU/e5hUII0YNoCUm3hoexDIwj74HRHwqyLKzd1xq7fss/1mDFzHqHnbZVjwGXcNK4AsYUxtdZlhjA8DTCpqdgzrVgcw3iykUqg6YRCscnITy+ugYw0kw2IwztbA+Ee945Qbs3iMue/Kcu2rS1iBbMtavhtDsiG8bBLe9Dey2UyQQacWyLTn7yJpZjOaIBjKY0ewghhBBDTwIYQoiMRbvVdy8hiTRKHOoARuo4VMCHhX8H5nB2zavkWi9hWqkLk9HA8m8vQ9PAaoqPb2XNgxDyw4IvDOKqRTrdgmQRecXljGhsY33kpKuqoYOiLBs5DnPa+7d3BRjhSi5tir5OzjauVjdMujC+MXuk+ifEMc6Rromn2aYy0DwSwBBCCDE8SQmJECJj0U/EzalTSPxudTnkAQz1ybrNnPyr7YXQiThC7Vw7Yk8s+FJZ4KAiP6HkJRSEVQ/AmFOhaOKgrVmkZ9DSBzCM2SMopA1vIMSrnxzgjHuW843H1/V4nLauAC5bcnBjhEuVKZ1jXAUFE+TnLY5L0Z4wnan9ZBz5UkIihBBi2JIAhhAiY9EeGN0+HQ9EMjD60AOjP/gifRG+ddZEHvnCwtjt74Zn0KY7uMCwouedt/wL2mtg4RcHepkiAz1lYJBVTAFt+AJhttSpficrqw4QXv0gHNjU7e7t3gAue3IAY1yRk79dMZ7Fxi0w+ULoIVgixLHMHAnmJpZqAaqMRJp4CiGEGKakhEQIkbFoCYnZ0NMUkqHNwDBG1jW7Mo+5o/IwaKoBpB8zL4YWcmXjm+DrAGt28o66Dit+CwXj4YRzh2DlIlWPAQxnEXl6K13+IDUtKnB2o/4shheeBIMZbn6XlR3FXP+3j/BG+mS4bMl/6jRNY6m2BvSQTBoRx63o/7HodKkYZyG464dgRUIIIcThSQaGECJjobCOpoGhpyaeQ5yBccf5k7nnMzOZU5kLwBvfXMoPL5oKwAumszAEu+DDP0HNamjeHd9x93KoWweLvgKpwRkxJHoqISFrBDZ84HdT3dJJDm6+aHqejsJZYDDC6r/y8qa6WPAC4qnySbY8D64yKJVmneL4ZIr8Hg/raTIwOpuHYEVCCCHE4UkGhhAiY4GQ3j37AuIlJJahDWDkOS1cMqc8dn1MoZOyXDs/fP4TssYuAPN58OaP1T+AE86BCWfCmofAWQwzrhiilYtUqX1iY7KKAdi1Zxd79BJ+mPMWTp+PFXN+zOK9f8S36TkebD4FiAdA2rsCycfwuWHnGzD3OikfEcetWAZGKDWAkS8lJEIIIYYtCWAIITIWDIUxpTbwhPgUEvPQlpCkYzEZ+O/zp6isjJF/gQ//CKEA1KyC2rWw/WUwWuDyv6kO/GJYMKYEFuaPzuPrZ5wArAegkDb2UMLFpg9Y3jmdRttYmHge1m0vMVXby21XX8KKqiZ0dK5bPCb54FWvQ9ALk6R8RBy/jD1lYDgLIdilMuuGuCxQCCGESCUBDCFExoJhPX1vgoBH9R8wdR9jOhzccHLCCeySb8a/Doehbq3KvsitGPyFiR6llildu2g0i8YXwoERABRq7UwosJHdtZ9P9LPJ8gVhxrmE0bjQto5zpt3KOdNK0h9864vgKIDKkwb6aQgxbJliPTDSlJCAysKQAIYQQohhRgIYQoiMBcPhWOf6JP7OIS8fOSIGA5TNHepViDRSMzByopNEskcCMFJrxu7qQnP72acXU+kLgbOQfdYTWBLc0POBdR12vwPjTgOj/AkUx69okLDbFBJnJIDR2QR5owZ5VUIIIcShSbc6IUTGgiE99qldEr9nWJaPiKNXagaGyxYJYDgK8BnsVGgHmepQjQZr9GI8viAAH5tmMym0Hbxt6Q/ctFNNWBi1eMDWLsTRwNRTAMNRoC47mwZ5RUIIIcThSQBDCJGxYLiHAEbAc3RmYIhhK7VUyRXNwNA0/NkVTLA0stClghSN5lLckQDGu+HpGAnDnvfSH3hv5PbRJw/IuoU4Whh7CmDY89WlTCIRQggxDEkAQwiRMdXEs4cSkiEeoSqOLaklJC5bvNwje+QETin0MN16AEw22iwjYxkYy7vG4DPYYeeb6Q+8Z4XqeVIwfsDWLsTRwNhTDwxbjrr0tQ/yioQQQojDkwCGECJjgbCefgpJoFOavYl+lVpCkh0tIQEongQHt8LK30P+OOw2Cx5/EH8wTLMXanPnws63uh9U12HvChi9WManiuNejxkYNpe69LYO8oqEEEKIw5MAhhAiY6FD9cCQAIboR4lxsje+eSoWU8Kfq5O/DuPPVF/bXGTZzBxo87K9vgOAxuLF0LxTZVskatkD7ful/4UQxLOcugUwTFYw2XvuIyOEEEIMIQlgCCEyFgyHMRnS/NoISAmJ6F+JPTAsqWVL1my4+nG46Pdw3i/JsZtZs6+VC36n+lu0TbwMcivhoU9Bzcfx/fZGAhrS/0KInktIQGVheKWERAghxPAjAQwhRMYCIR1zuhISycAQ/SyxhCRt2RLAnP+AkdOZVZ6TdHNOXiF8/hWw58JbP4lv2LNCTVgomjQQSxbiqKJpGkaDRjhtACNHMjCEEEIMSxLAEEJkLBTWu02HACJjVCUDQ/SfxCaeaV9zCWaPyku6nu+0gKsU5t+oemG07Vf9L/a8C6MWSf8LISKMmtZDBoYEMIQQQgxPEsAQQmQs0NMUkkCnjFEV/SoxA8OcrmwpwdITivjiKWNj1wudVvXFjCvU5ar74MAGaKuGCWf1+1qFOFoZDRphPU0Aw+qSKSRCCCGGJQlgCCEyFgynKSEJhyDoBbOUkIj+k5iB0WMJSYSmaVy9cFTsusseGbmaPwamXQIf3QdrHgLNABPPG5D1CnE0Mhk0giHJwBBCCHH0MA3UgTVNewC4AGjQdX1a5LbHgImRu+QCrbquz0qz7x6gAwgBQV3X5w3UOoUQmQuGdYypn4YHOtWl9MAQ/SjxZZa2cWyKinw7d5w/mXynBS2xRGTJt2DTU7Dqfhi9BJyFA7BaIY5OBoNGKBzuvkECGEIIIYapAQtgAH8Dfg88FL1B1/Urol9rmnY3cKi/jst0XW8csNUJIXotGApjTu1H4I8GMKSERPQfQy8yMEBlYdy4ZGz3DSOmqKyLbS/BvOv7c4lCHPVMBo1QuhISCWAIIYQYpgYsgKHr+nJN00an26apj8c+A5w2UI8vhOh/wZDe/WTS71aXUkIi+lFi407TYZp4HtbF90JTFZTN7eOqhDi2qAyMHsaohvwQ8ILZNvgLE0IIIXowVD0wlgD1uq7v6GG7DryqadrHmqbdNIjrEkIcQjAc7p7OH5AMDNH/EntgaH2dGmLLkeCFEGkcsgcGSBaGEEKIYWcgS0gO5Srg0UNsX6zreq2macXAa5qmbdV1fXm6O0YCHDcBjBgxgrfffrvfFzuQ3G73UbdmMbiG02uktaOTFrMvaT2uti3MATZs2Ulzw9s97SoGyHB6ffSnzfXB2NfH4vMbTMfqa0T0XcDvo7buAG57IOk1UlxfyxTgo+Wv0eksH7L1ieFBfoeIw5HXiDiU/n59DHoAQ9M0E3AJ0OPHYbqu10YuGzRNewZYAKQNYOi6/mfgzwDz5s3Tly5d2t9LHlBvv/02R9uaxeAaTq+R0PJXGVdZytKl0+I37gzDWpgx70QYtWjoFnecGk6vj/4U3FwPa1cDHJPPbzAdq68R0XfOVW9RWJzLurZGxhaN5bMLK9WG7X7YAgtmTISK+UO7SDHk5HeIOBx5jYhD6e/Xx1CUkJwBbNV1vSbdRk3TnJqmZUe/Bs4CNg3i+oQQPfD4gjitKXFPv0whEf3P2Ne+F0KIwzIaNHyBMPdv9HP7Mxtp9wbUhmgJiU9KSIQQQgwvAxbA0DTtUWAlMFHTtBpN026IbLqSlPIRTdNKNU17KXJ1BPCepmnrgY+AF3Vdf3mg1imEyIwvGCIQ0smyGpM3RHtgSBNP0Y8MEsAQYsCZDBrNnf7Y9U5fSH0hPTCEEEIMUwM5heSqHm6/Ls1ttcB5ka93ATMHal1CiCPjibyx7ZaB4etQl5KBIfqRsa+NO4UQh2XQNFo8CQEMf6T3TDSA0dU6BKsSQgghejZUU0iEEEcZj0+9se0WwPBG3uDacwd5ReJYljrsRgjR/0xGjZbEDAx/JAPDUaAuPQeHYFVCCCFEz+QtohAiI+5IACMrNYDR1QpGK5jtQ7AqcaySDAwhBp7RYKApIQOjKxAJYJgs4CyC9tohWpkQQgiRngQwhBAZ6TkDoy2ebixEP5EmnkIMPKMGuh6/HsvAAHCVSgBDCCHEsCMBDCFERuIZGClNPL2tUj4i+l20iafEMYQYOKaUWq2uaA8MgOxS6Kgb5BUJIYQQhyYBDCFERnps4ikZGGIAREtIzEb5MyXEQEntNRMrIYFIBsb+wV2QEEIIcRjyzlAIkZHvPLUB6KEHhk0yMET/ipaQWEzyZ0qIgZKagZFcQlICXS0Q6BrkVR3atQ98xI+e3zzUyxBCCDFE5J2hECIjbn+QPIeZstyUZp3eVsnAEP3OEMnAsEgGhhADJhooNEZKtbqSAhhl6nKY9cF4Z/tBHlixe6iXIYQQYojIO0MhxGGFwjq6DtcuGo2WOh3C2yY9MES/i55YSQmJEAMn+v8s26IukzIwskvUpfTBEEIIMYz06p2hpmnOgVqIEGL48gXVm1qbOaWBZzisSkjseUOwKnEsi8YtpIREiIETDWDYTSrbqdsUEhh2GRhCCCGObxm9M9Q0bZGmaZuBLZHrMzVN+8OArkwIMWx4A2EAbKknk742QJcAhuh30dGOZqOMIRFioJgiAQyrUcNuMSZPIRmGAYxAKDzUSxBCCDHEMv1o63+Bs4EmAF3X1wOnDNSihBDDS7Qzvd2SkoHR1aIuJYAh+pk/cqIiJSRCDBxDLIAB2TYT7d6EAIY1GyzZwyqA4fEFD38nIYQQxzTT4e+i6LpenVL7HurpvkKIY4s30EMJiQQwxAAJhFQKhlVKSIQYMNEMDItRw2a30uTxJ9/BVQodwyeA4ZYAhhBCHPcyDWBUa5q2CNA1TbMAXyFSTiKEOPZFAxhWkwQwxOAYU6BaLt2ydNwQr0SIY5ct8jvdaoQcp4UD7d7kO7hKhlkGhnx2JoQQx7tMAxg3A78ByoAa4FXg1oFalBBieIn2wOheQtKqLiWAIfpZjsPMnp+fP9TLEOKYVpBlAVQGRkGWhU9q25Pv4CqDnW8NwcrSkwwMIYQQGQUwdF1vBK4e4LUIIYapWAlJajq/ZGAIIcRRK9+pAhihsE5BlpUmjw9d1+PjsrNLwF0PoSAYM646HjDSA0MIIUSmU0ge1DQtN+F6nqZpDwzcsoQQw0nPPTAiGRi2XIQQQhxdCrOsAPhCUOC0EAjptHuDeAMh2roCuJ2VoIegcdsQr1SRAIYQQohMw+kzdF1vjV7Rdb1F07TZA7QmIcQw03MJSQtYssBkGYJVCSGE6Iu8SAaGL6THghlNbh+3PbqWT2rbKdfCvGcF9qyAEVOHcKVKYpPRYCiMSaYUCSHEcSfT3/wGTdNiOeKapuXTiwkmQoijW7yEJE0AQ8pHhBDiqOSMBKV9oXg/jCaPP9YLo0YvYk94BKx/FHR9yNYZtWpPc+zr1q7AEK5ECCHEUMk0gHE38L6maT/WNO3HwPvAXQO3LCHEcNIVKyFJ0wPDLuUjQghxNBrhsgFQnm2gwBnPwIjTuDd0IdSugZpVQ7DCZKv3tMS+nveT11mzr+UQ9xZCCHEsyiiAoev6Q8ClQD3QAFyi6/rDA7kwIcTwERuj2q0HhmRgCCHE0aoi38HTX1rENZMtFEYyMBrd/qT7vBRaQFgzwo5Xh2KJMbqu09DhjTUeBdh90DOEKxJCCDEUDhnA0DTNFbnMBw4AjwD/AA5EbhNCHAd8QdUDI30GhgQwhBDiaDWnMg+LUYv1w2hKCWC0k3G8SlkAACAASURBVEWtY7Lqg9EPfvXKNm5/ZmOv9/MGwgRCOgUJAYy/f7iXy+99H30YlLcIIYQYHIfrY/EIcAHwMZD410GLXB87QOsSQgwjHl8Qk0HDktowTQIYQghxTDAbDeQ6zDR5fN227TaNpbzhHdUHIzpi9Qj9/q0qAO68eHqv9mv3qp4XiQ+/dp/qL7+70cPYoqw+rUsIIcTR4ZAZGLquX6CpYeCn6ro+NuHfGF3XJXghxHHC4wvitJrQEt856roEMIQQ4hhS4LTQ6E4OYOQ5zOw0jAZvG7Tv79Pxq5s7Y1/3Nmui/RBNO1fualJfBLzqnxBCiGPWYXtg6OovzDODsBYhxDDl9oXIsqYkbPk6IByQAIYQQhwjch0W2lICBeV5DrbpFepK/eY+HT8WaADcvmCv9o2u67bTJnDl/ApctvjfpB31btj/MfzqBLj3ZPA09XQYIYQQR7lMp5B8oGna/AFdiRBi2FIZGCkNPD0H1aWzePAXJIQQot+5bCbau5IDC2W5djYFS9WV+k19Ov4HO+OBhdReG4cTLSGpyHfw80tnUJprj22rbu6El/4TfG3QtAPe+Xmf1imEEGL4yjSAsQwVxNipadoGTdM2apq2YSAXJoQYPjx+VUKSfGM0gFE0+AsSQgjR71x2My2d8cDCGZNHkOe0UOe1Qk4FNPQtA2PnQXfs63S9Ng4lGliJZl647ObYNlPjFti/Gs75Bcy4AjY8psochRBCHHMyDWCci2rYeRpwIaqx54UDtSghxPBR1eDm3R2N3UtIogGMLAlgCCHEscBlM1PT0gXAd8+dxP3XzsNlV1kZ+shpULO6T8d3+4KMKnAAsKWug1c+OXDI++u6ztNravAFQ7EMjJxI4MJqir+FPbHjFXSDmefDiwmXLwRvGx31u/q0ViGEEMPT4cao2jRN+xrwbeAcYL+u63uj/wZlhUKIIXXeb94FwGmRDAwhhDiWuezx3/MOiyobzLGb8YfCBEefBi27oXHHER/f4wsxoTgbgDue3cQXH/6Y+vaem26u3NnENx5fz09f3EKj24+mxTMvZlXkAnDKuBwuYDl7C0/htuf2ce92JwB/f+a5I16nEEKI4etwGRgPAvOAjagsjLsHfEVCiGHFHwoD4AuGkje4IwEMR+Egr0gIIcRAcNniZRmNkR4V0du25y0BowUeuwZe+W+o/qjb/h5fkPd3NvZ4fI8vSEW+nUkjs2O3fbCr54aboUgZyDNr9vPW1gZKXDbMkXHe3zxrIjvvPI8bRuyiSGtnc/EFAPxlhxOvbqasbU2mT1sIIcRR5HABjCm6rl+j6/qfgMuAJYOwJiHEMNTSmTLCznMQbLlgsgzNgoQQQvQrmznerHlyiQoylOepZpm/eL8DzvkZHNwGK38Pf7sgHsiO+MXLW/nsfR+y7UBHt2Pruo7HHyTLauJTs8pit6/Z29Ljejw+FTjv8AXZuL+NYpctabvRoDGh7jkO6i422FSv+SafgZXhKSwIrJI+GEIIcQw6XAAjdsai63rv5l0JIY4J0d4XrZ0pHeM9DVI+IoQQx5DoaNMr51dw9tSRACydWExlvgNfIATzb4SvrofP/QtCPtj3ftL+De2qMefHaYISXYEQYR2cVhO3LB3HrjvPY3KJi+pIz410PCmjVg92pDT+9LkZWf82z4UWU+eO3/el8EJGhupg74rMn7wQQoijwuECGDM1TWuP/OsAZkS/1jStfTAWKIQYWtGO73NG5SVv8DRCloxQFUKIY0W0weaSCUVomha7fUyhk65ApIwwbxRULgKTHfYmBzCiDTbXV7d2O3Y0OBKdaGUwaFTk2alp6YzfadX98OK3YpkTHn9yAGPZpJSg+d73MYQDvBmeldRL47nQIro0B2x4PNOnLoQQ4ihhOtRGXdeNh9ouhDi26LpOuzcYexMaNbsylzsvnp58Z3cDjJgyiKsTQggxkM6fXsLo25xMK8tJut1hMbK/NaEPkskCpbNhf3KfiSaPytRz+7sn7UbLQbKs8beW5XkO3t3RiK7raDWr4MVvqg1jlsCUT8WCHk9/aRFFWVZGpJSQsPsdwkYrq8MTKWuPZ2f4sLDNMYdZO99SwZCEYIwQQoijW6ZjVIUQx4FHPtrHzB++yt9W7I7d1uELMrM8N6k2GlA9MKSERAghjhmapnULXgDYLUa6/CmNnEtnw4GNEFJBhgfe283rW+oBVLlJimg5SOJEq4p8O12BEM0ev+qrYXWp3kqRzAmPL4jRoDG7IpeKfAcWU8rb1t3v4Bs5Fx+WbtNMtrlOgrZ9aZuNCiGEOHpJAEMIEVPdrGqR9zSplN5wWMftC8bKSGKCfvD+P3v3HV9XXT9+/HXuvrnZSZs2bZqm6S6lLS2lBQpllD0ERcUFDtCv8lW/bv0pon5VBPHrABQVRXEhIktGoRPoonvPJB1pM5qd3D3O74/Pvefem3tvkkKb0byfjwePm5xzx+em93LveZ/3aAOXlJAIIcTZLstmxtM9q6J0NoS80HQAgD8kBL79oUjKfcSyKWJ9lQAKXaoJdGfDYdj7Isz7BJxzK1SthFAAtz+My2ZOKmcxeFqgfheRctVf3t0twLK3aIkKiGz98yk/XyGEEIOXBDCEEAZf9KyZLxjmSLObCd96GV2H7O4BDE90TJ5LRqgKIcTZLstmiffAiBkxRV027QdgVlm+scsfTA1gdPqSe2BAvGcG1StBj8Cs26HiEgi6qTuwkSfWHjYCHykOvwXoWCovTbtbs2fDhEuherVMIxFCiLOIBDCEEIZYAMMfivDSzjpje44juScG7cfVZe4YhBBCnN2cVjO+YIRIJCEQUDRJXTYdBMBqUlkSk0Zm4w+llpDsPN6OSYOKES5jW240gOE4vlZl9I2YAmPVONTdby8HIJIp9nD4LbBmYSufhylNgobdYoaKS6H9GLQdOZWnK4QQYhCTAIYQwhAPYITxJZxBS0z5BaCjVl3mje2vpQkhhBggWTbVAykpC8OWBXnj4KTKwHAHwkwdlcOEEa60JSTrq5o5Z0weuQkBcZWBoZPXsAHGX6yabeaNhZxSxnTt7HlRddth9Cw0i93I6oiVpAA4rCYYc170ujvewbMWQggxGEkAQwhhiAUt/MFI0hm0lBKSdglgCCHEcBELYHi6N/IsmgCtNdF9IVx2C3aLOSWA4Q2E2XqslYWVRUnbcx1WxmmNOL31KoARM3YeI9tVAOOB956buiBdh8a9MFJNwvrYwnIWTCjk7ksmGFexWUwwYhpoJmjY/Y6etxBCiMGnxzGqQojhxReKl5Ak1jCnNPFsrwVbDjhSu9ULIYQ4uzijk0NSJpHklcGBpYAak5rjsGC3mIxsvpjNR1oJhnUWTugWwHBaWGjao34Zvyi+o2w+RXtf4KpxGu8/vyx1Qe214G+HkdMA+OrVUwHVePr+V/YBoKGpLJHCCdCw6x09byGEEIOPZGAIIQyxL6e+YNhouAaQbe/WA6P1MOSXqXRfIYQQZzUjAyPYraFmfjm4GyHoUxkYNgt2qyklA2NddRMWk8b54wuTttstZi4y76XLWgjFk+I7on0w5lmq0i/oxFZ1OXpW0mZTQjMMnWjzjMJKaJUeGEIIcbaQAIYQwuCLfun0hyK0uP3G9pzuGRgNe4zUXSGEEGc3pzVDCUl+NDuivRZPIEyWzYzDYsbfLQNjbVUz547NS5pAAoCuc4FpD1VZs5MD4qNnEcTC5ODe9As6tgHM9pQARre7VgrKVdBdJpEI0We+YJhHVx0ikKafjRADTQIYQgiDP6GJZ5s3aGxP6oHha4f2o1AiAQwhhBgOYtNC2jyB5B15sQDGURXAsJtTMjC6/CF21LazuNwKxzcn376lmhJa2GXt1ufC6mSfXs547570Czr2NpTOAYs9Zdfnr5iUvKFgPAQ6wdva29MUQkT9ZnUVD7y6n39trh3opQiRQgIYQgiDN5i+B4bLlhDA2PeyuuzhzJcQQoizR1mBE4DaVm/yjtzR6rKzAbc/WkJiMROK6Dy96RhVJ7vYeLgFIiHu3nMn/O5yo2cGADWrAXilayKNHT5js67rbI5MotSzF8LdylaCPqjbBmXz0671nssmGvcBqDIXUFkYQog+OdLsAcBqllJhMfhIAEMIYYg1XvMFw0lTSMyxuuLGvfCf/4HRs2HC5QOxRCGEEP1sRI4du8XEsRZP8o7sUQCEO07gD0XIsqkmngBf/dcOrv/lm2w72sZ15g043MfVbd76v/jt979Kk3U0b7UVMP9Hy43NgXCELeGJ2CK+1AacddshHICyC9KuNVaJYlSM5Jaqy866U37eQgxXJztVGXF297IvIQYBCWAIIQzGGNVQJKUJGwC7n4WQDz7wJJjkfx9CCDEcaJpGWWEWR7sHMGxZYM8j1K6CAy67GUe0Xwaoz5Q1Bxv5ovU5GDEVrrgXjq6DlmrwtED1Kg7mLwJU1MEbCNPhC+L2h9mmV6o7ObEl+TGPbVCXGTIwYueLjY4XOSrIQlfDqT9xIYappi4VwAiEpQeGGHwkrCaEMMQyMPzBCFZzmg+tqpUwdh7kj+vnlQkhhBhIpflO6tp9qTtyRqFHAxhZNgumbhnnI2pfo9JWC5f+AcoWwPIfwPZ/gCMfwn72j7oRjqnrTrv3VQCumzmKo/pI/NY87Me3wLxPxO/w2AYoqIDskWnXqUVTMIwMDNcIQINOCWAI0VfNbtXvJrGcWIjBQgIYQggAIhHdyLrwh8JYgho3zirl69dMiV1BpfKed8cArlIIIcRAcNnMnGgLp+7IGQVd8QyMSMK0j0snj+C9NW/QaBrByOnvAZMZJiyGLU+qK4xbyFHbRKAm6S5f3lkPaLQVzKQkNjIVVFTi2NtQmbmEMZ6BEV2H2QpZRZKBIcQpiETU+yexnFiIwUJywIUQAEbwIsduIaJDpy9Eab6DsQVZ6godtRD0wIjJA7hKIYQQA8FpNRtZejE1TW6eORSmqe4IoDIwcuxqYsnUUTm899xiFpl2ssayUAUvAGbdDp0n1H+LvkJRti3jY3YVnQuNeyDgVhtaD4O7MWP5CKTpgQHRIEvjKT1fIYaz2PsobTmxEANMMjCEEEC8ztEdiHd8t1vitcw0HVCXxVP6c1lCCCEGAbvVbPRJitl5vJ1GvYARtAE6WTYz8ysK+dXtc5g2OpfA8W3YtRDbtcncErvR9Jvg4GtgssDEK7irQqc038GvVhyi+qQ76f79I2fD3ohq3Fl+oeqfAb0EMKIlJIkbs0dKBoYQp0S9jySAIQYjycAQQgAQjAYwTFq8gDnWTR6Ak7EAhmRgCCHEcOOwmvAFwyzdXc+Me1/l31tqcVhMNOgF2LUQ+XSRZTNjNZu4cVYpE0dmMzqomls0Ocrjd2R1wvseh1sfA03DZjFxy5yx3Hnh+JTHDJaep3449ra63PcS5IyGkTN6X3BiCoazELyt7/CZCzH8xMYQ+4NSQiIGHwlgCCGAeADja9fEMyySAhhNB8BZAK7i/l6aEEKIARYrIdlypBV3IMzuEx34QhEa9XwASrRWXN1GLua7a9DR+PqHb+j1/vOc1pRt1pwSKJqkMi+aDqrMjWk39ToFS9O6ZWA4CySAIcQpCITiU+mEGGwkgCGEACAYUl/3ilx25pUXACpl2NB0UGVfaFq6mwshhDiLOaxmQhEdT0CdkfUFw/gCYRp09XlRorWSZTMn3UZrOoBWUE7ZyMJe7z/XEe+dEZNlizb9PPAq/O0DYHHCoi/3el8a3XpgOAvA16aaUQsheuUPSwBDDF4SwBBCAPEeGFaLCYtZBSkciRkYzQeheNJALE0IIcQAc1jV50GnLwiALxjBFwrTQDyA4bJ1a63WdLDPfZNyneq2c8blc+eF47l6Rgml+U644NMqcNFSBdf8GHJKer0vTdPiU0gAnPmgR8Df0ae1CDGc6bpuZGB0b9wrxGAgTTyFEEC8hMRm1rCa1RfVpAwMTwtkSfmIEEIMR87o50GHTzV69gXD+IJhTkZLSEbSRpY94TMjElYBjMrL+nT/sRKSsQVZfO6yifEdxZPg81shEoL8sj7dV9oMDFBlJM78Pt2HEMPVr1dXGT9LBoYYjCSAIYQA4gEMq9mExaQyMGzRQAbhIESCYHMN1PKEEEIMoFhAu8Mby8AI4w1E8GOjVc9mpNYa/8wAaKmBsL/PjZ/H5Gcxr7yARZPSBMpzR5/SWtP2wIBoH4yKU7ovIYYTXdd54NX9xu/+kGRgiMFHAhhCCCAewLCYTZiNBmnRr4CB6Gg7a1b/L0wIIcSAc0QDGJ3RDIzl+xoBFehu0Aso0dqMEaYAHFuvLsee36f7d9rM/Ou/Ljwta9XQ0mdg+NpOy/0LcbZqcQeSfvcHJQNDDD7SA0MIAUAg2sTTatawRntgBMPRb4BBj7q0SQBDCCGGo3gJSdDYtnxfI3arCS2nhBKt25SPI+tU4KCPPTBOK41uPTASMzCEEJnUtnqTfpcSEjEYSQBDCAEk9sAwYYmmAYcjsQyMWAAjeyCWJoQQYoDFmnjGSkhinFYzUyZOZk6eJ74xEoFDy6Dikl5Hnp4JGiTXkEgAQ4g+Od6WHMB461CTNPIUg44EMIQQQHIPjEsnjwBg4showCLQpS6lhEQIIYalWAaGO5B8MOOwmqGgHDrrIORXGzf+DrrqYcp1/b1MIE0PDEe0cacEMIToUV27L2Xbimi5mBCDhfTAEEIAyQGM980dy6WTRzAixx7dKSUkQggxnDkSp1IlcFrNUFAB6NB6RAUuXvkaTL4GZtzSv4uMUj0wEkIYFhtYXeCVHhhC9CQx2+IrV03mp68dwBOQDAwxuEgGhhACgEC034XNovpfGMELiJeQWGUKiRBCDEexEpK02wsnqF9aqqF6FZgs8L4/gsWe9jZnmqZ1G6MKqoxEMjCE6FEgoedF7Htg7AQXAF0n4V+fgPpd/b00IQwSwBBCABBKyMBIEYxOIZEMDCGEGJbSfjYQHa8aC2A0H4TaTVAyY0A/LzS6lZCABDDEO9LuCRrfj4aDQMJzddlVon5iUIPd/4Zdz8Df3t/fSxPCIAEMIQSQXEKSwsjAkACGEEIMR5YMAQyH1QyuIsgbB8c2wImtMGZuP68umaZpaTIw8qWERJySpi4/8374Olf8bPVAL6XfJAYrYt8HkzIwqlaoy44T8n4SA0YCGEIIIF5C0nMGhpSQCCHEcGQ1aWm3Z9ujvTHGLYC9L4K/A8bM68eVpVIZGN0iGM58ycAQp2RDdQvBsM6RZk9yFsJZzB+K97vQjG0Jz71+J+SUAjocXd+vaxMiRgIYQggAgqH4GNUUkoEhhBDDWqYSEpct2g9++s3xjQOcgUG6HhiOfPDJGWPRd5uOtBg/t7gDA7iS/pOUgWHploER8EDHcZh9u+qJdvC1gViiEDKFRAihGCUkljRn2YwpJJKBIYQQw5HFHP9suHLaSJbtVaMVY3XyTL0eFn1ZBbpHTBmIJRrS5orYsuPBeCH6oD5hpGhTl59ReY4BXE3/CIQi5Dos3HlRBZdMGoHFpMWDGi3V6rJkBlReBoeWDdxCxbAmGRhCCKC3HhhuMNvBlH6MnhBCiLNb4mdDeZGLT1xUAUB2LIChaXDFvXDJV9TPA0j1wOiWgmFzQaArTWqGEOl1+UPGz8MmAyMcYWSugy8tmYzZpGExazy6qorqk13QfEhdqWgilJwDbUch5B/YBYthSQIYQggg3gPDkq7OOeiRCSRCCDGMJQYwbBaT0WMiyz74AtualmYKic0FelgOuESfdflDjC1wAtDsHh6vG38wklRK7Auqk1uf+vMmaKlSGwsroaAc0KG9dgBWKYY7CWAIIQCVgWEzm9DSnTkLeFS9oxBCiGHJnBDctppNhKJBb6d1EAYwSJNoYctWlwF3fy9HDFFuf4jyInXyprlr+GRg2K2ph4e1LV6q9m2HnNFgz4b8crWj9XD/LlAIJIAhhIgKhiJYzRnSfoNuycAQQggBgN1iIhSJZu1laO45kDRNS51CEuvhFOjq/wWJIcntDzMq14lJgzZPcKCX0y/8oUjaZu6BcITWY3vx56nSMQrGq8u2I/23OCGiBt+njhBiQATDkcxfRAMemUAihBACAKtZIxTrm5RhvOpASp+BEQtgSAaG6Jsuf4gch4UsmwVPINz7Dc4CgVAEmyX9d8EKrY5WRxnPbK5lZ0cWmG3QKgEM0f9kCokQAoAuf5gsW4ZU4KBHJpAIIYQA1LjtwZ2Bka4HhpSQiL7TdZ0ufwiX3YzTZsYbDPV+o7OAPxShOE0Ao4AOirROXuwawZef3k623cKuojLJwBADYvB96gghBkRtq4cx+c70OwNuycAQQggBgNNmTphcNfgyMEDrIQNDSkhE7/yhCOGIjstuwWk14z3LMzCqT3ah6zqBUBi7JfVkVqV2AoCNXcWAyk7RC8olA0MMCAlgCCEAqG31UlaYIUghU0iEEEJEOaxmLp86EoDpo3MHeDWpVC/qTD0wJAND9C42QjXbbiHLZj6rS0i2H2vj8odW88TawwTC6UtIJppUAOPN1kJjmy97rGRgiAEhJSRCCILhCHXtXsoKMmVgyBQSIYQQisNq5uoZo1gyvYQch3Wgl5NCemCId8sdDWC4bJZoCcnZG8A43KzeE9uOtakeGGnKwiZqx/HqNg6H4wGMFutoxniawd/Zb2sVAiQDQwgBNHT4iOgwJlMAQ6aQCCGEiHJER6cOxuAFRHtgZByjKiUkonedvmgAYxhkYESibxaTpqkpJGkyMCq1E1Tro9ETDh3rTSXqBykjEf1MAhhCCIJh9eGVru4RkCkkQgghDI4MUwoGC400Y1St0QB90Nv/CxJDTiyAkee04rSe3VNIIqqdDZqmppDY05WQaCeo0kuTtjWaR6kfpIxE9LPB/QkkhOgXsei7lq4XWyQMYb9MIRFCCAHEMzAGq7QZGBaHugxJAEP0rsMXBCDXqTIwvIGzdwpJOCEDI90YVRMRSrUmDusq4yJWYlKnqT44koEh+psEMIQQ6EYAI00EI1YvLBkYQgghUFNIBjONNGNUzVbQTBD0DcCKxFDT4Y0GMBzWs76EJPYdMBLRCUV0nN0ClPl0YdZ0mvU8AApdNmwWEw0hF9jzoPlgv69ZDG8SwBBCGGeqTOkyMIIedSkZGEIIIQBHpnLDQULT0oxR1TSwOCEkAQzRu/ZYAMNpxXGWj1GNRN8rvpB6jt0DlIVaBwBeiwpgZDss5DqsdPjCHDRVcGj7GkKRlJChEGeMBDCEEMaHl6mnDAwJYAghhAAc1sH/9TGlBwaA1SEBDNEnHb4QmgY50SaeKVNIQn5Y8wtoGvrZB+Hol0BfUDXDSAxgLP3iJdw0yQaA31aIzWzCZbeQ57TQ5gmwqrOUicH9+Dsa+3/hYtga/J9AQogzzuiBkW5nLANDSkiEEEIA9iHQAyNd/AKLU0pIRJ90eINk2y2YTBpZNjOhiE4gFIlf4c2H4PV7Yfn3Bm6Rp0korJ7Xin0qCJGVEMCYMiqHy8ep35v0HMYUOMm2m8l1Wjne5uU/4QX4dQtzqh7t/4WLYUsCGEIII9U2fQ+MWAmJBDCEEEKQUiM/2Gha+vgFFrs08RR90uELkhsdE+y0WQCSy0gOvqYuj6yNj/EYovyh5PU7rZak33Mj7QA0hLL58lWT+dTFE8h1WDnW4mG7PpGHQ++htHMbHH6r39YshjcJYAghEmaAp9kZjDXxlBISIYQQYDWnzdcbNDQ0ozFhEqtkYIi+6fCGyHWqAEYsI8ETjE4i8XVA3XbIKQVP85AfI9o9gJHVrQeGK9QGQH3IxQ3nlnLZ1JHkOa20elSfkL+ErySMGZ64Hva/0j+LFsOaBDCEEJKBIYQQos/SflYMIpkzMBySgSH6pMsfJNuuDuSNAEYsA6OlCvQInHOr+n2I98Hwdevv0T2A4Qy20aFn0RWKHzYWumzGz63k8tTob6hfVv4ozQxjIU4vCWAIIYxmZz1OIZEMDCGEEEOARoZjKKtTNV8Uohe+YARHtFQqdukNhIlEdFatf1tdadJV6nKQjhFt7vKzo7at1+ullJB0C2DYA6006zlJ28YWOJN+32mfAzc/CvU7JAtDnHESwBBC9HEKiWRgCCHEcHbb3LGDvv8FRMeoptthcUBQMjBE73zBsBG4SMzAWLq7nrc3b1ZXGjMXnAXQdGCgltmjW3+9lpseXtPr9fyh7hkYyT0wzN5mOky5fOeG6ca27gEMT1CHcz8ABeNh9U8kC0OcURLAEEIYPTDSjiGRKSRCCCGAB2+bxd4fXDPQy+iVysBIcwBlscsYVdEnvmDYCNbFAhjeYJi6dh/lWgOdlkKwZ0PxZGg6NJBLzehIs/r+Fgj13GTUH+y5BwbuZmZNnsgnL64wNo0tiH8ntJg0PCEdzBZY9BWo2xZvcirEGSABDCGEEShPn4ER64EhJSRCCCGGgEw9MKxOycAQfaJKSNRhUmwqhzcQosMXpNzUQIdzrLpi8aRBm4ER0+kL9ri/ewmJo3uWlacJXEVJm8YVxQMYJbkO3LGHmPVByB+nsjCEOEMkgCGEMM5UZZxCYrKC2dq/ixJCCCHeAQ3SRzAsDsnAEH3iC6UvIWnq8jNOa6DVPkZdsWgSuBvB1z5QS+1VbFpIJqklJAkBDF0HdxNkFSddJ9dhZfVXF7Pt3iXkOa14gjrhiK6+K17wGTi+GVoPn66nIEQSCWAIIYweGFq6GpKAR/pfCCGEGPqsTglgiD7xBlJLSDyBMCea2hhFK/XmUnXF4snqcpCWkQBc+bPVPZaRdM/AsJoTDg/9HRAJgquY7sqLXORn2ch1WtjVHKbyWy+ztqoJJl6prlC9+rSsX4juJIAhhOg5AyPklf4XQgghhgzVxDNdDwwHBCWAIXqm6zr+UAR7bApJNIDR7g3ScGQ/Jk2nVitRVy6epC4HeRmJNxDOuC8Ujr9X/vSJ+ck7uxrVZXZJxtvnOqzEYiArRgPNPQAAIABJREFU9zWqoE72KKiRAIY4MySAIYSIZ2Ck64ER9KqzVkIIIcQQkHGMqsWhgvIyIUH0IJaREOuBkRUNZGyoaaEkXAfAET16QF8wHkyWQTtKNaZ7mUiicCT+frigojB5Z2e9uuwhgJHnjJcYR3RA02DCpSoDI9JzA1Eh3gkJYAghjAyMdPELFcCQDAwhhBBDg6ZliFFYHeoy5O/X9YihJZatECshsZhN2Mwm6tu9jNcaAKgKjVRXNluhoGLQZWCEwsmBg+5lIonCCW8Wu6XboWEsgJEzOuPtc5MCGNH7qrxcNf88saWPKxai7ySAIYQwEm3TTiEJetVZKyGEEGII0MhUQhLNJgzJJBKRmS+arZA4jcNuMXGgoYtxWgNunLxxPMK2Y21q5yAcpfrk+iNJv/eUgZE4cjglE7crFsDouYQkfl/RHyZfA2Yb7H62bwsW4hRIAEMIYUTM008hkRISIYQQQ0evGRjSB0P0wBdMLiEBmDY6F4ByrQFvTjmgsWp/tD9E8URoqYJI5iBBf1tzqAmIl3fEnlM6iSUkKTrrVeDPnpvxKnlOi/GzkYHhzIfKK1QAQ8pIxGkmAQwhREIPjDQ7gx4pIRFCCDGkpD0kMzIwJIAhMvMFoxkYlngGxl2XTABgnNaIa9RERuU6ONaiMnm2ekZAOABtR1LvrB81dPh4cOk+IhGdpq4AiyYV86vb5wC99MDoqSVMey3klmb4gqgklpAkBUNm3AIdx6Fua5+fgxB9ccYCGJqm/UHTtEZN03YlbHtK07Rt0f8Oa5q2LcNtr9E0bb+maYc0TfvGmVqjEEKJ98BI8wEV8sXPWgkhhBCDnKZpGZp42tWlBDBED7yxAIYtHsBwWE2YiFCmNUJBBWWFTmpbPQB8Z330SrWb+3upSb7+zA4eWVnFlqOtNLv9FGfbjZ4W/h4yMCIRnSybmR/fOjN1Z0sVFFX2+Lj5WfEARlKvjcrL1OXht/r+JITogzOZgfEEcE3iBl3XP6Dr+mxd12cDzwD/7n4jTdPMwCPAtcB04HZN06afwXUKMezFvuil74EhGRhCCCGGDvVJliaCESuHDEoPDJFZugwMh9VMqdaMTQtjKprA2IIsalu9hCM6u/XxNOm51Kz9FytjZSUDwO0PARCK6DR3BSh02YxRsD028YzoXFhZxO3zxyXv0HVorobCCT0+bnG2PWUNAK8didCSVYFeIwEMcXqdsQCGrutvAC3p9mnqNO/7gb+n2T0fOKTrerWu6wHgH8DNZ2qdQoh4zWLaBEHpgSGEEGIIydgDI9aQWjIwRA+Ot6oAV3G2zdjmsJgZF51AYimawIRiFyfaveyr70DHxIvhhYyrW0rRX6+CA0sHZN2x13ybJ4gnEKYo2xbPwOihhCSi6+lPYHU1QNANhT1nYBQlBDC6YkGUcIS7n9zMSx2VRI6shXAo082FOGUD1QNjEdCg63q6ocljgGMJv9dGtwkhzpCeMzB88bphIYQQYpDTtAw9MCQDQ/TBuupmCl02KkdkG9ucNhPl0QCGubiSCyYUoevwzObjAPw09H6eDC+hUOtEf/rj4O8ckLUDHG52A1DsipeQ9NbE05yui3tLtbos6jkDo8gVD/TEMjB2negAYH1kOuZgF9Rt7/P6heiNpfernBG3kz77AtKfBM7YXkbTtLuBuwFKSkpYtWrVu15cf+rq6hpyaxb9qz9eIzsa1AfOli2baD4UT5lE17k04OboiUZq5HU6KMn/Q0Rv5DUienO2vUa6Or2YAu6U55TdWcU8YOe2TTTXmtPeVqQ6214fvdlwwMO4LBNvvLHa2HbSE6Fca8SvW1i39QAh3YRZg39sqAHAjZP7Qnfyn/AC/qV9n73PPkTDqMX9uu72dhWYW7FVnR+uP7yfrU0qgLF99x7y2+Pnjc0hL2GzHTQTnW4PzU3elH/jUXXLmAqsP3gSX23yvkxONLezatUqXj8SBGBLZBIAB1f9g+NjBy6oIwbW6f5/SL8HMDRNswC3AnMzXKUWKEv4fSxwItP96br+W+C3APPmzdMXL158ehbaT1atWsVQW7PoX/3xGvHtqoetm5k3bx4zSvPiO0IBWB2hfOIUyi85s2sQ74z8P0T0Rl4jojdn22skd9dbFLpsLF48P3lH4yjYDDOnToRzFg/I2oais+310ZvIuuVMHFfM4sWzjG0nO/1sXPdjavURLL7sCgCK1i2jsdPPmHwny798KduPtfHB30bwZpUyLbSLaYvv69d1P7x3LbS18nZ9GE2DO2+8lGAoAquXUVE5icULx9NYvZ0Rm/8Pbc/zULYA7ngBx8a3GFWSz+LFc5LvcNkqOGhhwVW3gbmXQ8ZXXwKg3q0zaup52DtrcVqPEraPpiOSzyhLGzlzFlCUbcNqliGYw83p/n/IQLyCrgT26bpem2H/RmCSpmkVmqbZgA8CL/Tb6oQYllSSU0oJSSiaZitNPIUQQgwRGhl6YMQmagWlB4bIrMsfItuefMDutJkZrzVwRC8xtsV6PyysLMJhNTO5JAcdE/uKr4KqFdB0qF/Xndioc+qoXHId1ngTz2CEA7u34vrTEoL7X4ex58PRtbD/FcJ6hhKS5irIL+89eAGYE25+zc/f5Firh7JCJ+OLs9kSLKd2zzoW/Hg5Dy7d/66fpxBncozq34F1wBRN02o1TftkdNcH6VY+omlaqaZpLwPouh4C7gGWAnuBf+q6vvtMrVMIAZFMPTBidcLSxFMIIcRQoWnpa49j/ZxC0gNDpKfrOm5/CJc9ucTIYdYY1y2AkRUds1pR7AKgwGVjwggXT4SvQbe54D9fBHcTRDI30DydOnxB4+fH75gHkNTE07X+pwDcW/pbIne8jJ4zGn3nv4hEMvRAq98JJX0bBPnrK7N47KPx5PqjzR7GFmQxqyyPnXoFk7Tj2Amwev/Jd/r0hDCcySkkt+u6PlrXdauu62N1XX88uv1OXdd/0+26J3Rdvy7h95d1XZ+s63qlrus/PFNrFEIoxhSS7p9fQTXjXJp4CiGEGCpUBka6MaqSgSF65gtGiOjg6paBYfG1kK35kgIYsXGrYwvi35EunljM81URvtV1Gxx+Ex6shIfPh6Z0cwtOn0h0dGpMab5ak8WkYdJA97Yx+vhSng5fSk2wkAnfXspSz1Ra9qzgZKeHlKoObyu01kBpt7KSDGxmzQjkAOxv6KSswMk5Y/LYFanAokWYrh2hMKHhpxDvlBQhCSESppB02xH7kicZGEIIIYaIdCeTAcnAEL2KjQHtXkJCq2rWmRjA8AZiAYx4me2FlcUA/D18OVsv+jVc8V3wtcNTH4VI5kkg79a++k66/CHuWlTBm1+7zNiuaRo2i4mxTW9higR5LnwxG2paAFjum0SR1sm4yPHUEpLjW9Tl6Nl9XsPkkhw+ftF44/fZ4/K5aVYp9vLzAbjMvJX6juj3ym1/g9fvBU/LqT9ZMexJAEMIkZCBkamERHpgCCGEGBoy9sAwW9XekL+fVyQGo/k/XMan/rQxaVtsDKjL1i2A0aICGEf1kcam4hzVA2NUnsPYtnBCUfQnjZf8s2HRl+Dan8DJvex+4xnO+8Hr/GZ11Wl+JrC+uhmAOy+qoKww+Tuby2bBd3A1fksOO/T4SNRtkYkAzNRqUktIalaDyQplF5zSOpZMiwd4Fk4oRtM0liyYw+vhufyX+UWmtL1JeN2v4bn/gjW/gGc+meHNKkRmEsAQQhifHSknrWIlJFZH9z1CCCHEoKRpGnq6LhiapjIKg5KBMdzpuk5jp59lexuTthsZGI7uAYxqIrrGsYQAxsO3z+En753JmPx4lmpelpW/3XUBTquZZne0pGP6zeDIJ7L7eVrcAZ7edOy0P58NNc2UFTqT1hLz6UsncL5pP7vM04lED/0umTwCrXgSHt3Ouabq5AyMcBD2vghl88GefUrriDU2hXhgp8hl45vBT3FAH8tvLD/FvPQbMOkquPpHqtnp4TffwTMWw5kEMIQQxhe91CkksRISycAQQggxNGTMwACwOOKfbWLY6vCG0m7vqYSkjkICWI1NI3MdfOD8cSn3cWFlMWMKnPhD0eadZitUXsa41rWATtVJN+9/bB117acnkKbrOhtqWlhQUZR2/ycXlFJhquMtd6mx7bcfnct3bprJbr2cc0zdMjB2/gtaqmHBZ095LbEeFw5r/BDTZjHRRB4P5H2bp0OX8FPtDppu+CN37pqJ3+yCHU+d8uOI4U0CGEIIoywzdQpJrImnZGAIIYQYGjSthwCG1SlNPAXHWj3Gz7FmnJBQQtI9gNFSg6W4kt9/bF6f7t9hNeEPJvS8mHgleaFmLis4yZLpJbxd08LSXfXv/Akk8AbDtHmCVI5Mny1hbj6IGZ0DkTIAvnntVBxWM1aziZ2RCczQjmDRomsNB2HDb6BoEky9/pTXUpxt49OXTuD5z11sbJtdls+dF47nR5+8kccKv8LD3qt5s7qNVVWdvBSYA3telF4Y4pRIAEMI0cMUEhmjKoQQYmjRiJeQeANhfvLqvvhBqsXxjpp4vrqrnhX7Gt712vyhMA+8uo92b7D3K4t37U9rD7PtWFvK9vte2G38fLwt/nqIZ2AkjFHVdWipoqR8KldOj/d46IndYsYfigcw9rlUI8v35ezldx+bR1mhk7VVzaf0XDLxRJuJxsa6pmjcC8B+fSwWk8anL60EiAYwKsjS/JT4j6jrvvI1qNsGl369h264mWmaxjevncaUUTnGNovZxH03zWBMvpPPXaYeu9WtXv+PhW5AD3TBShk6KfpOAhhCCKNSOHMAQ0pIhBBCDBEJGRiPv1XNr1dV8ae1h9UGi+MdZWB85i+b+cQTm9710jYfaeXRVVW8dbDpXd+X6FkoHOH7/9nDIysPJW1vcQfYdKTV+H3X8Xbj5+qTbkyaKg8xdJwATzOUzOzzY9stpngJCfCbLR72RMpZqG8F4Nwx+Rxq7DrVp5RWbBqK05opgLGHEBYO66NwJgQ5bGYT23UVUBjj3gMntsGmP8DCe+Dc207L2rqzmdXjt3pUf5D9+jjap39EPa779AR0xNlPAhhCCHQ9Qw8MI4AhJSRCCCGGBo14YD4QPQv+82UH6fAF1efZAPbAqG1Vn6sdPsnA6EmrO8BzW4+f8u18wTAPLt1Hhy/I79+qIRzR2VDdzOt7GnhsdRUbqpvZEJ3Y8c9PLyTHbuHJdUdYub+RZ7fW8uKOE8wozSPXEe91Qf0OdTn63D6vw24x4YuWkOi6zrrqZmqLLqSweQv4OynOthlNPts9wXf0XGNiGRjOHjIwTjrKCWFJytKwWjRq9FG06S7GuHfBmp+DPRcu/do7XktvrGb1PTMWwAA4MPpG0CNQtfyMPa44u1h6v4oQ4mwXiU0hScnAiE0hkQwMIYQQQ4OmqeMhAFN0uoI3GOa+53fzM4vzlAMY+mkc81jboj5XpYSkZ19+ejsr9jUyvTSXySU5vd8g6unNtTyysorjrV6e23YCgA5fiLv+HM+euWNhOU6rmdll+Vw3czRPbTrGPX/dgjsaCPjmtVOT7/TEVtBMUHJOn9fhsJqNDIyaJjcNHX602VfC23+Hmjcoyp5MuzdIIBThD2tq+MXygyysLKIk99RPGHkCquwlcwnJHlpdU6ENshLGw1rNJnRMbIhM4+rG56ERuOiL4Mg75TX0lc2izp23uOMBjEOWScx3jYADS+Hc95+xxxZnD8nAEEIYqbZpp5BoJjDb+n9RQgghxDuQ2APDnPC5VtPsVhkYpzBGtd0T5C8bjhq/BxL6GvRFmyfAgYZO4/dYBsaBhk7W9bEHwsbDLYQjpy+Ikqihw0dNk/uM3Pe7saNWlXU8tfFYUo+Knuw+0c5Dr+0H4OUeGmS+ebCJeeMLsFlM/OR95/LzD8w2ghe/un2O0SPCcHSdCl6cwkhRVUKiXiuxXhcT514Btmw4tMyY1tHqCbCuqplPmF8hvE1N42hxJ79meuMNxkpI0pyX7mqE9mO05s8Akk9U2czqMPCB0AfwWPIhpxQu/p8+P+47EXvMxACGOxCBiUvg0DKIhDPdVAiDBDCEED038bQ431EjJyGEEGIgJE4hiWVgALR5gqc8RvX/PbeT7zy3y/g98cCrL2799Vqu+r83jN9j0y/+veU4t/9uvdG/IJOdte3c9pt1xoH56XbfC7u54w9vn5H7fqfCEZ12r/o7P/5WDRfdv6LX2+i6zsf/uFH9G5McaBpXmJxFWt3kZmFlfORo4s9l3a5L0Ae1m2DcglN6DnaL2ZhCsq66mVG5DsaPzFf3c2QdxdkqgFHb6sFau4Z7rU9SuuLzsPz7XPuLN5JeM73x9tTEs3YjAF3FcwCwJLwfrNFgQpU+hifm/wc+twGc+af0PE9VLAOjzRM0Rq12+UMwaQn42tTfWoheSABDCGGkx2qkGaMqE0iEEEIMIZqWvjl1izsQbeJ5ChkY3Uo9mrr8gOrRkNikMZPqkyq7ITYF5VhL8mO/uP1Ej7eP9Qp4dFXVGcnCqD7p5miLh3VVzWw/1saJNi+HGrto6EgN8nT6gsaUjlPR2OEjEl17hy9olDyk4w2EWba3gWA4+bn2dBuAQ41dNHb6+fKSyez+3tWs/Mpitn/3KvZ8/2ounlSccv0FE+JBi5JcBxOKXQCUFTihvRaevAX+eD28+nX1XWjy1X1+vgB2qwlfKIyuqx4cCyuL0DQNxi2Ek3sZaVaBrNf2NHCX9gLNeg515TfDmw8xrWs90Pcyox6nkNRuBJOF1rxpAEwaGS/HifWjANCtTnDkntJzfCesCRkYOQ4rWTazGl1beTloZji49IyvYahIfN+IZBLAEEIYX/RMKRkYPul/IYQQYkjR0NL2rWj3xpp4+vt8X0Wu5BLKWAnI9b98k1+vqurz/TRHAx4NncmBga89s6PHg/PEjI9nNtf2+fH6Qtd1IyPk9t+t5+ZH1nDh/Su48merueBHy1PGxs7932UsfnDlKT1GizvA/B8t58FoBsm5973Gkp9lzi743ou7+fSTmwG4bMoIY3uspCSTddHGnDfPHoPLbqGi2EWe00qWzcIlk0YkXdduMTFzTHKfh0smj6DQZaMwywr/vhuOrIWWatj8BOSNg4pL+/ycIdoDIxjhYGMXTV0BFsYCJuMWAjCmSzUG3bxpPYvN23kidDXrZ36PkGs0nzK/DMCxaL+U3nh7auJZuwlGzSQ/Vz3fa84ZZeyyWuKHgeaUL4BnRiwDo9UTINtuwWW34A6EVObHmPPU313Q2OFj/o+W84vlBwd6KYOSBDCEEEaEN3UKiUcmkAghhBhSEjMwuves0C1OCPU9AyM/Kx7AsJg0Nh5uIRSOcKLdx966Dpq6/EZmhK7rGRt+Nnf5OdHmI3H3ldNGAvGgSEwgFKHdG0TXdSPjA+BgY9/7IvRFiztgnL1P52izh0Aogieo0+lTDSebuvpeQhOJ6Oyr6wDgN6urjIyV7j0tQuEIvqDKVnjjwElj+703zuBXt6vSh3QZIYmW721kTL6TssLUrNGrZ5Rw+/xxACyeMoKlX7zEyASI+erVU3jusxeh7XoGjqyBa+6H/94MH3oa7l4JZmvK/fYkNkZ17SE1LtcoUxkzF8w2RrZsodBlY4n/dQJY+Gv4Str9UDvpI1xs3s1k7Rhv17QQDPfecyXexLNbD4xIGI5vgbHnc/WMEpZ+8RJunFVq7LYl/A3M/VQqHPu7B8M6LruZbLuFLn/0NThmnhrlGj71LJ+zzar96n3wRGz8s0giAQwhRA9TSLxSQiKEEGLIiQUK/N0CGEHNprIL+ygQPYAckWNnbnkBmw630OlTB1hLdzcw73+XGRMuHll5iIpvvkwozUHnTQ+voaqxK2nbfy1WzSKv+r83qG9Xa4pEdBY/uJJZ33uNh147QIs7gMWkMWGEK6X85N063Jx8hv9TF1ck/R7W4aKfrOCzyz3MvO81Y/v4b7zE89t6H/v5lae386HfbwDUv8f0e+PlAYmBnht+9Rbn3vcaG2paONEe/7cZk+/koomq/OML/9jGSzvq0j7On9cdZvWBk1wYK9PoRtM0po3OMe5zfC7gbYXDb8HR9dB0CJfdwri29fDi52Hs+TDno2DLgslXgSu1BKU3douJiK4aho4tcMZ7a1gdMGYuWs0qFk4o4nLTNmpz59JCLh2+EFuKbySkm3iPeQ3f/88eHl3Ze5aPx2ji2S0Do+kgBN1Qeh6apjFlVPI0l8QgjqmfMjDsCVkfKgMjWkICKrgT8kLDrgy3Hh7q2r187RmVodPuDfLHNTUDvKLBRwIYQoiEWuHuU0i8UkIihBBiSNE0zfhcizVSjPHoVvXZ1sfRqN5AGItJY9mXLmVSSTY1Te6U3gQr9jUSDEf46WsHAKiLHoR3D2Qs3V2P2aTxyhcW8cI9FyU1jHzzoDrj2uELGgfxr+2pp7krQKHLxrjCLGrb4gGH0zHadePhFgCe/9xFPP2ZhXzj2qm8/j+X8OI9FwOwr66Dk53py20eXnGo1/t/O3r/oLIgEnt4tEabbR5r8bCvvpNAOMIDr+4D4Km7F/C3uy7AZjGR74xnPvzs9fSNTF/brUpdvnTV5MyL0XWuMb3N+4/cB/eXw0/GwxPXwx+uhofnwj8/Bn/7ABRWwgf/DuY0Ez1Ogd2iggmrD5yMl4/ETLkW6nfw3XOamGQ6Tsm8G3HZzLR7g1S7HbytT+OjBbsBONLc+4QYbyCMpmE0xTTUbVeXpbPT3i6xbMTcT73aE4MmhS4bLpsl3lel4hJ1efD1/lnMILWvXmVa3bGwHIi/vkXcu3t3CiHOCrEvQqk9MLxq5JcQQggxRGhgBCh83RptuiNW8kH1wehDiaQ3EGbCCNVPoawgiw5fKKXkA2DS/3vF+HnRAyvZ8/2rUw7yl+6u59yxeUwbrZolJgYh3q5p4bZ5ZUaJxtRROeyr78RpNVPosjG2wMnWo20A1DS5ee+v13JBRSG//sjcXp9DOpsOt3D/K/sYV5jFrLL45IlJJeosvcNqYveJjqTbLJlewut71MHUwcYuXtlZx7UzRyddZ9X+Rr7y9Ha+tGQKjQnBj9vmlrE04UBs8YMrsZhNBBMyZLYcbaM42878ikLjhEpiZsDxNi+3PLqGrUfb+OrVUwhHdJ5Ye5gWd4A7LxzP6LzMGaOzjv+Dj9l+jq8zB2bfDgUVUDIDTBZY/yjs/Q9MvAJu/S04C/r8d8wkFkwIRfSkKScAzLgFln2Pkc/eBoBrxnXkrjlMuzdIc5efDbYFXNj5ONeO7qLJHeCrT28nx2Hl3hunJ93N/3t2J09vriUQipBlM6eehKrbribJFU3qdb393QMDVADDH4wYAT9ySlT2y86nYdGXwTS8zrN/6k8bqW5yc+ucMQB89rKJWMwmHn+rhifW1HDnRRW93MPwIQEMIUTCGNXuPTC84Bo5ACsSQggh3pnEHhjdMzC6QtGvviFvnwIYnmAYZ7S3QCxjYk9d+oaSc8sL2HykFVBnUV/ZVY/FpHHBhELWHGqmwxfiwoSDWU3T+MUHZ/PQawdYW6WaUMaadt5w7mj21XeyvbadW+aMoawgi3ZvkA5fkGV7GmhxB3hlVz2+YBhH99KBPogFIr59/bS0+3MdVvbUdWAlxARbK/sDI3jP7DFMGplNWNd5bHU1z207nhLA2Hi4haauAC9uP0EgFOG2uWO5fOpIirLjvUQ+eH5Z0pn4UXkO1lc38+bBJqaX5qYtAwHwBSNGEOfBpfsZmWM3/l4Xdg8SJDr2Nufu/SmHiy6h5K5nwJHcmJWKSyEcUCUjp0ksAwNgemm36R7542DuHbDpD1AyE4oqKcg6QZtH9STx5S+Cpse5jI382V1q9AXpHsDYXttm9HgZlZfmtVy3DUad06dskv4qIUmcfFLostPhDakmnjHz74Z/3wVVy9Vo1WGivt3Hsr2NAPxj4zFsFhMjsu3ceeF4Hn+rhme2HJcARgIJYAghjB4YqRkYMkZVCCHE0KKR2AMjOQOjwwhg9G0SiTcQIisaIBhboD4Pu2cmxDz5yflGn4fvPLeLmiY3375+GpdNHckVD60GYOGE5H4KN88eQ5snyHdf2M2xFg8tHV3k0cXiKSONkpSFlUW4okGUi368Iuks9pajreTYrfzgpT0EwxFumlXKWwebqCh28e0bkg94Y3afaOexN6o5f3wBV80YlfY6NouJGVoNv7Q+TIWpnt9YbqQkZwHXXzMVgJauAE9vruW13fVJ9xELKOw+oYI81587msVTRiZN1PjxrTNTghSxxp5lBT1/5zhPO8BnLc9zQC/j8c5rATVd44KKDAGMcBD+fRda7hjGf+rJ1OAFqAP8d1ky0p09oZxjbEGawMg198PI6TDtJgCKsm00dQXwBsJkF5WBZSbnd6znodA1GR+jwxuiyGWj2R1gZI49eWckAnU7YNYH+7Te/mrimfjaLc62cbLTb/TAeGTlIcrz53ODsxDWPawCS5Y0/15nofXRKTqgmvpOKHZhMmmUFWbxxSsn8YvlB2n3BMmym/nCP7aSY7dy/3tT30fDxfDKzRFCpKUbAYw0GRgSwBBCCDGEqB4Y6oMt1sTzvujZ665w9Mx4qG+NPD2BsDGeckT0ILGmKbkvwaMfPo/v3DCdLJvFaIQZC3LccG4pxS51O6tZY255annCpJGqVLPu5EnmL3svG+yfY2zzWr59/TSunlHCkmklxnSNTn+I6aW5fO+mGZg0WF/dwut7G3i7poWtR9v43ot7WL6vkd+/VUO7J5jyWAAromd6P7VoQsbn3d7azO9sD1FoDXIyZwaftbzAeZu+Cl6VAfHhBao+/0/rDifdLlYC0xFtdDqjVAUYEjMw0h10FUanvRRkpR6wPvrh87j2nFEU0c4TtgdYYNrLp80v8nfb//Ld6ybypSWTycvKMCVk0x+h9TBc+4Aa1dlPxhe5jJ+z7WmCIxY7zL9LlU2gxvW2uAM0u/0UZdth6g2jpMYYAAAgAElEQVSM9+wi3NGY8TE6fEGumlHChy4Yx49vPTd5Z9sRCHTCqJl9Wm9/ZWDYuvXAKM5Wz9vtD/Hg0v3c89RuWPBZqF4FT9/RL2saDGqa3GgaLJqkApyJDVcXTihC12FDTTPbj7Xx8s56ntp07LQ39R1KJIAhhDBKSFJIAEMIIcQQk5yBEWF2WT53XDgei0mj81QzMILxAIYreiC6oza5hOS6maP5ZDRw8e0bppMXbTz5vrljGZXnINdpwWLSmFNWYNxXIiNAsuN3FHYewKEFyd38Kz61aAKPfXQeBS4bZQln8Z/85AXcceF4ZpTm8fCKg/xy+cG0a99QEz+rG47o/HL5QZq7/NS2ehmRY+fqDNkXAF+wPMMoWnF+9G/sPe9/YeE9mPY8B3++GTwtzC7L5+MXjWfNoWa+9q/tfOvZnTR3+WlOGPtaUewygj4pIz4T9dKQ9LqZo/n6kgq+b/0jWfi4OfAD7gp+mcmm49zpXMPnr8jQ46G5CpZ9Fyovh8lX9/gYp9uM7mUjvSh02TnZ6afFHaA42wZTr0dD50rz5rTX13WdDm+QIpedH90yk4piV/IVmqP9V4p7aGyaoL8yMBKDV4XR13VEh5d2JkyYufSrsPibsP9laNjdL+saaM1uPwVZNipHqGBmrBcNwOxx+dgtJtZVN7OuKv6e/uBv18UnuAwzEsAQQiQ08ZQMDCGEEEObpiUEMIJh7BYTmqaR57TSEYoGEIJ9O3vpDYSNEhJXwkG4xaRx+/wyfnjjJNj4e3DHDyxipSaxrANN07hlzhg+vGBc2sfIslkopp2yfY+zM28xv9I+hOnIGtj3snGd/Cwr154zisc+Gm/aec6YXEbqzZyv7TMed2SOnQ9dMA5NSy51WV/dzM9eP8C9L+zmWKvHWGNaLdV8wvoam4puxDH+AvUHvfqH8MG/QeMeePIWCHi4cEIRi01bKd76CIWbfsHKtetojpaQAJw7Ni/pbt83dyw/eW9CRsCWJ+GBSrh/HJ8J/40LxtpT/0a6DoeWU/7UEq43v82DoQ9QpY9hRWQODdnT0Db8WpVLpLP8+6CZ4eZH0syJP7MsZhOfubSS/3dd+h4j3RVl2/AGw0R0lY1ByTl4C6bwP7bnqNSOq6BGAndAXTfXmSEw1BQNahX33sAT+q+JZ6KROQ7GRjOL/rnxGAClsV4e598Fmgn2vNDv6xoIsWlDn7y4gvPHF/Ch+fH3gd1i5vzxhayramZPXQcVxS4WTxmBpmmEIu9+GtFQJD0whBAJJSQJGyNhCPtljKoQQoghJmGMaihCbjQjItdppT0WwAj50XWdF3fUcdX0krSNMF/dVUddu4+saIZE4kHej2+dyW3zymD9b+Clr8OGx+CzG8BkotClDjZjpSMAD942K/1SfR0U1q7gW9a/ooV9/N72EY4XFvHflh2w9JuqkaHZiqZp8YkjGx+HTX/gC51BfuxQo0XvCX6eh7/+A+NuV+xtTJqWEmv2+NKOOnLsFi6b2kOD7i1PYgLm3/lA8vYp18D7/wx/vx3+eA2Lc8tZYosfYIbXPsN6/fMcYT4A4wqTvz/8NPFvcGIrvHAPjFsIrhFkv/1znnL+Gf6UD7ljYPwiOLQMWqrB04RWOAE+/AzLX7RCYxevfvESShr+B569Gw6+ptaWqOkQ7HkeLv4i5JZmfq5n0Deundrn6xa54gGKwmw7aBrO9z6K86/v42nzg3zM/n9qp7cNmg7QkaMCQbmODKUzzQfBkQ9ZPTQ3Rb2mwxG930pIEo0tcGKP9sTYFG1+axyOu4qgeIpqRHoG1Lf72FvX0fP7oB81dwUoctkoK8zi6c9cmLJ/YWURDy7dT6cvxMSR2Tzx/gnq3/c0924ZKiQDQwhhNPFMqkuNnZ2SDAwhhBBDiMrAiPfAiNXd5zostAfiPTA21LTw+b9v5f5X9qXcR6cvyGf+sgVQ6f3d5TqtKvr/9mNqQ9MB2PlPAJxWMxZCFPb28eluhseXMOI/d3Cr+S1+F7qO549lUVKUD4u/oXo3HFrebWEN8MrXIRwkL1DPST2PJj2XB11/AV+8tGVsgZPa1njjzM6EVPNOfyi15CAmEobt/4CJV0Lu6NT9U65VQQxPC9b9L/Bq1g3ce87rfHviM+xiIvfyW/LpBDJMxohZ/n1wFsKH/gkfeBI+8ZoaY1o6R5V+rPqR+h4y+RqVQfFf62DSldxz2UQAxuQ71TjSggpY8YPUMpQ1P1d9JhZ8NvMaBpHCxABGrA/I2HnwkWfID53kI75/qH+b318Jjy8htP81AKNcKUXzIZV90UvmSWwqSH+VkCRyWM2MznMknTzr8Cb0bRk9C06cmQDG5/62hY8/sZHWhIyhgaR6n2RuWDqvvIALtL380XMPPzz53/DTSfCnG8HT0o+rHDwkgCGEMHpgJAXgYw3OLBLAEEIIMXQkfpQFwxHjLG+u00prIPrVN+SjK9po8mjChIwYbzA+veT8itTGm3lOKxzfrDIEbvqVOtha9WPQdUaYOlhq+zpXvnGbCgYEUu+fSBj+9XFoqSF4wef4fOBzPBj6ABAtQZl8jTrAjwZFDJv+AJEg3P53nr1iJRf5f8k3nN/FGWiFVfcbVysrzGJDTYvRyDOxNwXABRWF6f94VSuh8wTM+XD6/QDTb4LPb4UvH+Car/2V779vPpbc0XzF/ymy8XKf9U+ATr4zzQFZJAzPfw6qVsCiL4Ej2iti3AXw3t/D+/6g7vvz2+Azb8J7HoE5HzFG3r5nzhgO3389OQ6rmlCx6EvQsAuOros/RnOV+rvP+ShkD44z7L1JDETkJzYkHTOXjQU38L7wyyrLp1mVhuRveQTAyC5K0XQIiib2+rixBqMDkIABqFKb2EjdETl23IEwoXC0JGj0udBVD+6m0/64sffDhppmdF1ny9FWI+jZ39o9QapOuilKEyiNqbC18TvbQxRpHZhtDhVg9LX14yoHFwlgCCGMlL3kDIzoFy7JwBBCCDGEJPbACIYjxlnm7gGMWElIOE0duT8Y76tw3rjUAEauwwo7ngKLA6bfDHM/rjImmg/xcfOrVJrqyOs8BM9+2mh8mWTtL6FmNVz/EOarf8gLkYsIo7JDxhe5wGyFc26FfS+BL9rLIuSHTY/DpKuhqJKcLCcBrBw0V8LcO9UB7gv/DZufYOpI9dn96GrVzLG5K/lM83lppqEAsO0v4CxQAZSemK3GBA1Qf9uD+lgeCt3Ge8xr+YT51fSNLHc9A1v/Ahd9MXN2hNUBhRV961txzntVmcSr34COOgiHVIDElgWLvtz77QeJxEBE97KQZaPvxodNlRS5RsKlXye3YQMjaE3K3DD4u1QQ6lQCGP0cwZiaMGUjJvZ6iU2wMRqQNqVvUvtuxEbbbjnaxqu76rn10bU8u/X4aX+cvnhklXqPlhdlLtkese1RHPh5T+D7bF/yD/jw0/DpNyErQyDyLCcBDCEEuq6nfk+QEhIhhBBDkEZ8jGowFDHO8OY6rDT7YwEMP3XtKtMwbQAj2jPih7eck7Y/Rq7TAvtfUT0qHHkwYbHasfcFJh77F8FJ18F3mlRGQd02+O1i2PsfdR1fO6z9FUy6Cs77aMrB4/njowclM9+vsiH3RW+3+1lwn4QFn4muIeFA98r7oGIR7PgnvPgF7m78XwocUHPSTVXtCfIa1mFHBTHWffPytM+J9lrY+yLMul2VX5yCXIc6EH4kfDP+8Zfx7dyXGJ8dTr3i279VB9ZXfBdMadZwqmwuuO6n0LgXHrsEHjlfZWNc85P0JTCDVFIAo1tjzoC9kO/xGSishJt+qV43wEX2amMEbxJjAknvDTyzo/9u/VlCsu8H1/DCPRcbv8fefedER+4aZSTR9Xcd35PxvryBMJ7AqU/i6PCpx9hR28byfWpU7f76zlO+n3ejKZoFUn3STX6WlU9cVJH+iuEg2q6neTGykGN6CXPLo/9/GKb9L0ACGEIIVAlJ6gSSWAaGNPEUQggxdCRmYATCOtZoCUme00qTT33WHTx+km89uxPQ/z979x1fdX3vcfz1OzN7kxBIIOw9ZQiKiIJQuXXbOlpbbbXa1m7b2mXtsHbYXq23te5Rlda6FbUKbkBkL9krIYSQnZN11u/+8TvnJCc5YZmEJLyfj4ePnHN+63uOB8j5nM9gQv1yaKiMOkeT3/rwnZUU+4N8KrVQXQh5U60HMgZB3jSrt0N9Oc4ZN4ayKC6FLzwHdhf862r4+xnw6ELremffGvPcQ/qE+lPkT4O0gdaUk2AAVj9mfYgdPCfyfCLi0+CaF+GnJTD/DoxPXuLB+P9jzyerSXjgDK7f/W0Wu26lH2XkprbzxcSKv1sv3PQbj/TyxhT+AB7ntOOa9wtsjVXw359F71S8Doo+hqlfBVsHfgQZewlc9wZkDIbUfLjsEZh4ZcedvwuEA0CAVR7TgsNuY3HwdPjWGqsHSd9xeHEwP7UQhz3G6xgOYGQePYARnqzTlVNI4px2XI7mdV8xNR+A0aEMjOpwACM1H7/NzVOLl7DjUOzgwvQ73mLW798+7jWEM5JW7K7gP6uLgFaBzCYPBHyxDu0Qy3eVM/W3b7GtpJaiynqmDExvPwtm/3JorOZd2+kAkdHEpzIFMEQE04xR/+gL9cBQBoaIiPQghtH8ra4vEMQZ+gcuM9FFXcD6wFZ42ApYXG1fwi0Vt1kf3lsIZ2C4HbF/VU6s+MS60bfFWNDP/B7yT4fZP4JBZzU/PmgW3PAOLLjT+jc14IcL/wb9J7c57/s/nNNczmkYVpDjwGqrFGX/Mph8TaS0Ipz+H1W6bxgw4xuw4E5Oa/iQN90/xEGAX/quIddRw7s5f7FKUVrz1sOax2HMRZA+MOZzPpJwMCUvPQGj/2SY+S1Y85g1SSTs4wesL0UmdEJwof9k+Mob8KWXrIBGDxP+fwltgwkOu4GvxYfrkjqTTcECJtraKa0o2wEYVkDnGK/rC7QzirYL/OJ/RrP6Z3Mj5TB14YazNjulzjwGG8WRLImWmvwBahr9UaN7j4VpmpHsh5YO1li/9zY2NsDv+lulSJ3k7W2lmCZsLalh9+G6SElLTNteA7ubn3/7Gyy/9ZxOW1NPogCGiBA0rZTbKOqBISIiPZCBEWnIZ/XAsH7dzUh0Wb0EgOXbrHr3M20brYNqmuvfD9U0csnflgHgdkSXOcSHSi9spaG09pyxzRvDH6Ln/KRt/wZ3Epx+E3z1LfjGinYzBPJbjR5lwhUw/vOw8ZnQ/ebjwh8+Y5YRnH4TK4d8i7XBoXzJ+yMeDSxg/el346zeY5VxtLb1VWiqsXp5nIBw34a89NDvDGffCn1GwfM3wd4PrOyLDc9YzyU+7YSu0ZsZRyjhcNltzY0tgZV7K1gXHEpO7SexswTKd0BafqTx6ZGES0jqTqAMo6M47DYyk9yR97OnxcScqoQChhjF3PnaVgpbNdtdt//Emlh6mvyRAGVLW4prKPjxq/zoV7+yHtjwrzb7rNhdTsGPX2XlngoKfvwqb2wuOaE1LN9VDsC3F63DGwi2GTkcYZqwbTEMOos+GRntZ0+dYk7d4hkRiVAPDBER6TVaZ2CEsigyk1w0ESp1CPWDyDWsDxJU7oscvqW4JnLb7Yz+ru+t78+muKoBNv7XanaZ2KeTnkSIYcDCu6wPMiMXRjXO7Jsax8NfnsKUgtiN/MwzvsPFm620819dOIbTpg6A0kXw3h9h4tXRDQDXPAZpA2DgGSe0zHDfhvzwN8nOOLj8UXj0fKtkBqzsix7UWLO7cNhsBE0IBk1sNoPSmkbWB4dyXeB1KN1iTcBpqXznMZWPACRGggYx+pV0sfBaWgZTiuz9OddYigsf+yvqowJ8y0JBAIBGXyB2X5cYiqusTIvfXjyWnOQ4+qbG8delO3hj8yEAzrRtAsDrSqN1i9SX1hcDcMdiKwPrr0t3MH9M3+N4llaJzObi5pHHKXEOLp2c185i11jNgc+65biu0dspA0NEMCFGD4xwAEM9MEREpOcwAEwrOO8LmJEMjKwkNwHsBLDhNqxvrvsZoekgFXtinqt1CUn/tHiryebh7ZA14tgmZXxa7mS49AGrvKOVc0bmtJlaETZxQHOmwzUzCqy+A/N+BU21sPze5h0Pb4e971vZFyfYmyJcQpKf0eJLj+yR8M1V8LnHrfKZG96xMgPkuDhCU3R8QStroKbBx1ozFKAo+jh6Z9O0xsgeQwNPgEGZVr+VhGP88N+ZEt3WGloGU3aSj90wGWYURWVmgDUCNaziOMpIwpkco3NTmDs6h7H9U7lmRkFk+1TbNgBc3qqo6UFff3I1r4QCGOsKreyPTQdqWPLJoWO+NsDKPRW0bLfx3XnDSU1oZxzuxmet/jkj/+e4rtHbKQNDRAgGY2Rg+JWBISIiPY9hGJiAL2B9SnCFPgBmJlnfpzbhxo0PJ36yCH0TWnPA6g3hcBNs0VSi3W91y7ZZGREd5Knrp0fW21HcDjt3XzExOj09Z4w1xWLtk3D2T6xJBivvB5sDJn3hhK/VPy2en54/igsn9YvekJBhjZmVo3r02qm4YjTlDI8B9gdM3A5rzGiNu681UrUw1BQ1rPYgeD3HNEIV4LozB5Gd4uaz4/sdfedOluy2PsTXtQhUrPJbz2OybUfU4wA7S+vITHRRXuel3OOlX9qx/b5aVGkFMFpmc0wblMFNZw/hsXc2U2A7xHImMIP11p+Ns3+MPxBk8cbocpHsZDeltU08v/YA547K4Vgt21WG22HjnisnsXxXORdO7B97x4AfNj8HQ+ep7KoVBTBEhKB5hAwMhwIYIiLScxhY2Rf+0DfWLXtgADTiIA4vOUYlNsNkpTmaacYWq4ykz3Dqvc3fAMds4llXDvXlVgZGB5k5JKvDztVSzA9Hk74A21+HXUusD7qrH7VKSpKyT/g6hmFw/VlHbxop7Tt7ROzX3xHKivGHAlw1DT5S4l3QbxKUbIjeuSzU2PMYMzDsNqP9D9BdLM5pw2aAp7E5ULG1PoVKeyanBbZT2yKA0eANUOZp4pyR2SzdWkpZndWUc29ZHT9/cRMXTezPBRP78YNn1rO+sIr+6fE8eu00nHYbhZUNxDvtZCY2F4g47TZ+tGAkH7y/FICDQz/Pm9scnPvxQ9jO+iEV9W0zPG6cPYQNRVV8sLMsVIpt/R5tmia3v7yFnaUeLpzYjze3HMIEfn3hWA7VNPLIh3s5Y2gm88f0PXL5ydZXrIDUpKs/zcvaKymAISKYxOqBoSaeIiLS84SnkPj81ge+cADD7bDGNzaYLtz4mDfABodgVWAo0xxboHIP9Bke9U1v6yaegJV9AdCn4wIYXWrYfKt3x3t/tO47463Go9ItOVuVkFQ3+KySnZzRsGup1cjTHipBOLTZ+pk9+mQs9VMxDINEtyNSKlLuaaK4ponSfhM4rWwjr7QoLQlnUZw2MJ2lW0spqbb6Wry7/TDv7yjjUE0jAzMTeHGdVfKxt7yeco+XvqlxlHmayE5xx2yceve8ZHgHCoZP4LEtRcyrWw3Fayi3D4/ab/bwPpw/LpdA0OSFdcXUNPojZVRlHi+PLtsLwAc7yyLH2A2DYTlWw90vzxx09Bdkxd8hvQCGLzj6vqcY9cAQEUyT1jNIWmRgHL2LtYiISHdhZWCANzS5wdkii8Jlt9FkOokzvPxibi4A64JDrI2hPhgta+1bN/EE4HAogJE1vO22nsDhsgIWRR9b/829DZKPrxGhdB1HKAD3s+c38eiHe6hp9Fl9T7JHQ9Bn9bwIO7TZCk59imyakynJ7YgEED/aY/WfSBg6k3zbYSsbIaSo0voddWpBBg6bwf5QX4twf4uKOi+3/Cc6O6U+1By0JhwAimGwYZWJZA0YwTvBiQQNO8sXP8E9S6JH1j523TT6psZFytLKQ2NZV+2t4B/v7iKW1zeXsKGomqwkF/NGH6Xk5MAaKFwB074GtpPfn6S7UQaGiBA0rc7WUXwNVvnICTb0EhERORmsHhgmvlAAI9wDA6xvs5v8TuINP0ZDJQC7zH6YzkSMSiuAUdd0lBKSyr1gc0JqD25IOeW60Adg/wlPHpGu4Qj9fvb65hJe31xCbmoc4/NSoc9Ia4fSLVbDVIBDG6NH+/YwiW5HZArJ8l3lJLjs5I6dDSt/Q0bFOuBMgMgUj2HZSeSlxzcHMEKZGWUeL2UeL0P6JLLrcB3Q/Oe6usHXbuNbyndCSn/6ZmVSYySx0z2W7KI3eM07DzAYn5fK5VOa/9xnJrkBK2AyuA9cdt/yqNP1TYmjpKYxcv/d7YcZnhNj7HFrH90HruRP1ZemN9MnExHBbK8HxjHMEBcREelOwhkY4QCGs0VjRKfdRhMu4m0+CAUwKs1kDjlyKdq9BYge4xirqSKeQ1bGQk8P8A84HQrO7JpJKnLCnK3egwerG60MgqzhYNig1BrpScAPpVuhb88OYCzeWEJ1g4/lu8uZNigDR7+JNOIit2Y9/91cgqfJz/Ld5Yzsm0x6oov8jAQKK+opqW6MjEIN+8NlE3jqq9OB5syqmkZ/ZOxvGxW7IHMILoeN3JQ4nvXPZIjtIN93PAOYPHbtNL54+sDI7uE+Gv/39s6o0agAm2+fz4qfnBu5PzE/LXSM+8gvQs1B2PScFbyISznqa3Yq6uF/84pIRwiaJq0TMKwAhkaoiohID2McLYDhJB5vJIBRTSLrPOk0HtpJuacpqoQkVp08tQch6dinDoh8Go4WGUSnDUwHYETfFOtLpowhcDgUwCjfCYEmyBl3MpbZIQZlWr93vrnlEDtLPdaHfoeLHfah9Klazw1PrObW5zayobDaGmeMleVwqKaRR5ZZGVSzhjU3xM1KcpHotoIV4dKUmqNlYIQmuORlJPC4ZyofBMZws+MFfpP4TJvSk6xQBsbb2w6z8J4PIo+P7Jscue6MwZlMLUhnxpBMAOJdRykJWfWQlRk1/YYj73cKUwBDRELzqFtnYNSrgaeIiPQ4RujfM2+rJp4ALke4B4Yf6ivwOZMJYGefmU2+cZi6Rl+bcY1t1B5SzwjpMuEpJFlJbp69aSZbf72Ar5wZagKZPQpKNlq3wz9zxpyEVXaMOy6xgi87DtUCkBwKNOxyDmeQfzd2AqzeW0Ftk5+BoWBHaryT2kY/K3ZXcNrAdH5/6fjI+TKT3M0BjHAPjMZ2emDUlVtBzQyrJ05eejwNxPEF30+on3AtXwi8gG3t41GHZLSYZBL2jTlDePVbsyL3n77hdJ65cSYzBlsBjL1lde2/AMGANeJ42DzI0FSf9iiAISJAjAwMf6MCGCIi0uMYhjXKMNIDwxHdA6MRF27DKiHxu1IBKDSzcRs+vFUHosY4xuQpUQaGdJnwFJJw2UOcs8U3+PnTrZ4sNQetpo+upObeGD1QgstBRqKLHaWe0H3ruRbFjyDO8DHMOEBxaOJIfoYVwEiJd1LvDbC+sIppgzLISWkuf0502UkKBTA8TX6a/AEafUFSYgUwyqNH0Oanh7OQDdyf/RMMOQcW/wCKVkcOcbXokZNvHOJ82wrm2z7GHmw7dnVKgZU9c8QGnvuWQW0xjP98+/uIAhgip5Lqel/Mx4PBWD0w6q0mniIiIj2IQWiMaowSEofNKiFx44X6cgJu60NFsWl9O+qvKqKm0ceUgelsun1+25P7m6xvaZWBIV0kPIUkZtbAwJnWz70fwL7lVkDD3rNnNOSlx7M9lIERDmBcddFFAIyz7Y7aDyAlrvn5DspKxN7iGzlrNKt1jromPzUN/jbHRJSFAhihEpJwgATA7nDApQ9BUl944UbwNwco1t92Hmu/nMy7ibfyN9c9jP/wm/D0FVY2RQsJLgfrf3Eet8w/wvjljf8GZyKM+Ez7+4gCGCKnijX7K5nwq//y5pZDbbYFTbNtDy9fgzIwRESkxzGMVmNUW/bAcFhNPN14obYEf6L1bejBUACD6mJqGvxkJrki39xG8YT+DVUGhnSRoFXnG7tvQ+4Ea2zq2iegdDMMnNHFq+t4/dPiI2NS40PZJhn5I6kx4xln7Insl28chsU/JDdQ3PxYKGtioFHCTfaXoK6MRFc4AyPA4Vpr3GlqQtvSD8p3gN0FaVaTzkFZiYDVYwOAhAw4/w9Qth02LIocllqznfSXvowtuS9c+zrMvwN2LYWVD7S5RGqCMxKQaqOx2mreOfoCcCUe9XU6lSmAIXKK2BVKx1u0cn+bbSYxMjCaPFYqooiISA9iEB6jGqMHht2g0XTiwge1xQSTc4HmDAyj5kD7NfJg9b8AZWBIl6lptLJnY5Y92Oww6rOw513rfi8YidsnuXlKR6Thpc3G5uAgxocyMFLiHKS8/FVY+Q9mrbwRJ1ZmRV56PNQe4u30O/iRcxH8+0vYMElw2alr8rNqXwUAE/PS2l64bIfVdyKUwTJ5QBqPXjuVp66f3rzP8AXQbxK8f5c19SUYhJe+BRhw9X+sANLpX4eh82DJr8BTeuxPfMXfweuBadcf+zGnKAUw5JRyx+JPmP3Ht4+4z4L/fY87Fn/SRSvqOo1+65uonYc9bbbFzMDwesCtAIaIiPQshgGHapr4y5vbgehRqOExqklBT6gUxApgVJNIvenG7imm+khTCmoPWj8VwJAu4g71WRjap53fyUZf1Hy73+QuWFHnajlmNKHFxI6N5iBGGftx4GdCaj0Ur4WBZ5Dg2c8C20oAclPjYPlfsTVUwvQbYd8HsOUFktwOausbcK99iD8kPkU+JW0vXLYjUj4CVvnJ2SOyGdzydTcMOOsWq+/Iyvth/VNwYBWc95tI7wwMAxbcCf4GWHZP9DX2LYdFV8Nfp8AzX4bd71oZz5+8DO/9CcZeCv1P+7QvYa+nAIacUu5/bzf7yusprWmMuf1gdQNbS2q5/73dMbf3ZBUeq16vKkYfDNOMMQbe61EKm4iI9DiBUMr9usIqAJxRTTytHhiO0De2RkpuaIvBbjOXpMot4K3jc3t/AeueahTAEhgAACAASURBVHvySAmJAhjSNeaP6cvdV0zkG3OGxN5h4BkwbD587nFrtGoPl5HUXN4R72wu47rwM+fjNnwMNYoZ3/ix9eBn/oA/LoOz7esAcHhrYNWjMPYSmP87SB0A655kZG4Ks3b8gc+X3sPnAq9gPHo+eA43XzTgg8o9zUGIIxlxvpVh8cat8OI3IG9a26abWUNh3OXw8UPN1zm4Hp68HLa9Bmn5sO11ePwCuKMf/OsLVvPVhXedyEt2ylEAQ3qtVzYUc+bvl/K5+5bjDWUfhJ1z17sxj7ni/hWR2+E6ud7ge/9ax/+9vROA6gYf9d7oDuumabYtIfHWqYRERER6nHDvi7DwGEqwAhiNZov69+R+AOSkuFkeHE1W5XoutH/I8LI34YWboK4s+uS1JWDYIDGr09Yv0pJhGFw4sX/7vRPsDrj63zD6wq5dWCfJajGatGUGRs4Iq5Rjgm0XMwJrICUPcsbgLZjDbNsGhmTGw6qHwFsLZ3wbbDYYdxnsWsqVqZv4rO91HvJ/hr+NeATqK+DvM6ypHwDluyDoh6zhR1+gYcDnn4BZ34cxl8DF91nXau2sW6yJfsvusYIYT14Ocanw3U3wxefhGx/B5Y/CzG/B+X+CG96G+PRP89KdMhTAkF5rySelFFU2sHJvBRuKqggEzUhnYk+Tn+qG6EyE6gYf+8rrI/cPVjd06Xo7i2maPLf2QNQvdAcqo59b0GzVAyPgt/7SdSd31TJFREQ6ROsvLVqWkLgcBk00l4ek5wzgZwtHseiGGXwYHIvD9PJLx2PNB29+PvrktQetBp42OyLS8TKTYpeQkDkUkvvxw/R3mclaGD4fDIP40QvIMmr41/kGrLgPhs6FvuOsY6Z+BQwbn9n4XarNBO72X4yj/wS4fgm4U+A/X4GGKmsELUDe1GNbpDMezv0FXP4IZLaTGZM1DMZeBiv+ZmVaNFRagaYUK2hK+kAYczHMu93qe2Fvp2xN2lAAQ3qtwop6Rva1PoBfdt9y9pbXEQiazBpmfWtSVFnfZn+A684YBBAZtdSTfby3goX3fBC57wgFcApbPfegaRKVf+EN9clQCYmIiPQwrQMYsUpIIlJy+eqswRRkJrDKHAmA2/Czd+T1kF4Au1r1zarcF5lSICIdL7NlCUnLAIZhwMiFZHq2Y8OwsiwAY+hcsLvJeuYiqCuNPA5Aah7M+zXEpbFk4HepIclq6tt3HFz6oFUS9vqtsPMta5pLix4YHeKcn0LmMGiqhUsegJwxHXv+U1TPHhQscgT7K+qZPbwPdpvB5uIa1u63amEn5qfx/o4yiiobGNMvNbJ/OKAxpl8K0Nz1uSd7Ye0Bthysidwf0z+V9YVVlHm8UfuZtOqB4a2zfqqEREREepim1gGMVk08G2lRQhJnTSMwDANcSXzoOJ0Rvi3UjLoCErxWBkbAH5lMQNU+GDiz05+DyKmqf1p85HZ4jGrE3F9CzmjIn25lMIA13vSsW+Dt38CQc6BgVvQxM74OM77ObE8T//PSZi6a2D90oclw5nfh/T9Z98/8XoyGcJ9SegF8Y8VRd5PjowCG9EqNvgCltU3kZyTw+an5XHbfckpCJSGD+1hZBUWtyigKK6z7Y/qHAhgNPT+A0fo5juqbzPrCKuqajtIDQxkYIiLSQ7XJwGgRwHDYDJrMFhkYLf7ti3fZubr2ZgxM3ug7AuyzYc1jcHAd5E2xGv3VHIC0AZ3+HEROVXEtghZt+n64k2DKdW0POusHUHAGZI9uNwiRmeTm3qtaTWk5+1ZIyQV/E0zV+NKeQgEM6ZU2F1tZB8NzkiK1dAerrckjWUluktyOSMlI2JaDNWQluchLTwBo0yOjJyqsrCfJ7cATClgMzbYyKloHMILB1hkYoQCGemCIiEgP0xRovweG1x9km5kf87gROckcrm3CxLDGqA6abW3Y/Y4VwKjaD2bQ+lZVRDrN7ReM4f0dZUffMcwwTiwzyu6AqV89/uPkpFIPDOmVVu6pAGBqQUaklq4kFMBw2W3kpcdHZSeYpsnyXeVMH5xJosuO3WZ0SglJbaOPJ5bvZddhD/vL69l0oLpDznuwuoF7l+5gb5lV+mGaJq9vOsiesjqumj6ACyZYDYNS45247DY8TYGo401aZWA0KQNDRER6prYZGM3/vjX4AmwxC/h43G1wRfSY1O+d1zyBICXeYU0ayRlnBTAASjZYP1XHLtKpvjSzgAe/NOVkL0O6KWVgSK+05WAN+RnxZCa5MU0Tl90WycBwOsIBjOYMjL3l9ZTUNDJjcCaGYZAa7+yUJp6vbDjIz1/czNkj+vDONmsu9N47F37q89791g4WfVzI/op6/nDZBJZ8UsqN/1wDQF56PDOGZPLS+mKmD8ok0W1vk4Hh9Qdx2GOVkKgHhoiI9Cxef3OQ3jCITCADK4ABUDb8ShiZG3VcZovxjZHa+8GzYeX94K2Hg+vB5rDS1EVE5KRQBob0StUNPjISrdIRwzDITHJRUhMKYNhs5KUnUFhRz9Kthzhc28SyXVaa2swhmQCkxDk6pYSktKYpsr6OtGxXOQAf763ENE2eXrk/si0/PYE5I7LZe+dCBmQmkOh2tAlglNd5yUxsHltFQ6X1U/OoRUSkh2k5Ntxpt1kNOkMavFYAIzmu7cjCluMbI8cMnQsBL+xaav3Xdxw43G2OFRGRrqEMDOmVqht8pMQ1v70zEl2RvhhOh8GwnCTqvAGue3QVZw3vQ0qcg5wUN4OyrJKJ5DgntZ1QQlJe1/EBjIo6L/sr6slKcrGnrI6XNxxkydbSyPa89Pio/Vv2xIisy+ON9McAoN4KiJCQ2WHrFBER6QotS0hcrZoANoYyMBLdraYbAImuto9RcKYVzP/X1db9hXd13EJFROS4KYAhvVJtg4/8Fh/cU1p80+K027hi6gAm5KXx8Ad7eHXjQRLdDs4alhX5xiXeZY+kmXaUeq+f8tD40vIWY0wDQRObAXXeAEnu4/8jebjWCorMHJLFS+uLefqj/VHbw01JwxLdDuq8zQEM0zQp8zSR1eKbJ+rLwe5WDwwREelxWo5Rbdn/AppLSOJjBCuMWNML7E649CFY+YA15WDylzt0rSIicnxUQiK9UnWDj5T45qBFaovbLrsNu81gbP9UFo7PpckfpKLOy8yhWZF94px2Gn3RTcA+DV8gyOhfvMGrGw9G1hdW5/XzzOoixt72BvvK64773OGsjgn51iz75bvLmTYog+xkKyDR+pe0RLcjqolnnTdAkz8YVftLfbmVfdHR87BFREQ6mdcfXULS0tj+qYCVmXnMhp4LVy2CmTdbUwtEROSk0d/C0uuYpklNoy8qaJES3/xWj/wyU1vCnIFx/OOLpxEMmpw7KieyT5zDRmkHZmC07jnRetvST6ySjw92ljEw8/iyHsLZHBPzUyOPzRySyd+unkxVfdtSlSS3neKq0ASWTc/CxlcYbkwnM2lC8071FSofERGRHulIAYw7Lh7HtTMHkZ0cF/PY9384J7qptYiIdCsKYEiv0+AL4AuYUWUj0SUkBmx+Af5zLTZnIvMvfRBGLIg6R7zLHqmT7Qj13uZz9Ul2R8o+AGb8bmnk9svri/np85t49qYZnDYw45jOXe6xzlXQIvAxY3AmWUnu6LKQkESXA0+jHw6shme/SpIZ5N+uN/iEKUBeaMHlkHBs1xcREelO/EEzctvliA5gxDntjMtLbX1IRH5GQrvbRETk5FMJifQ64fGn0RkYrQIYS34Fyf0gpR+88l0I+MDXAPfPgScuIcnmj+6BcXADbPyPtc8JCAcwhmUn8Z25w9rdb8XuCgCebNXH4kgq6rzYDEhLcPHgNVO47bOjmVrQfvAhI9GFrb4U8/kbIakv78x5Fid+xm753+ad6sqUgSEiIj1e6x4YIiLSsykDQ3qdcH+JlmUjLSeSuGsLoWKX1Uk8dQA8dTks/z8I+qF4DQDTBkznFd8k64C1T8JL3wQzCAWz4JoXwRajU/kRhLM5bpk/guyU2GmrLT235gDXzChgYqivxZEc9nhJT3BhtxnMHZ1z1P0zEpz83rgXqovgqn+xZV8/tgbm8bXdi6H2ECRlQ80BGHn+0Z+YiIhIN2MYYIaSMFqXkIiISM+mv9Wl1wlP2EhsMdEjKgOjxApSkDcNhs2D4Qvgrdtg6a9hxELIGcvpZf+m0Rcqs3jlOzDoLJjzM9j7PuxcctxrCmdgJLgcJMUY3QZt+2X++NkNx3TuDUVV0SNQj2Jy5WvMsm+i8oxfwKCzKKps4E3XXAwzABv/DXWHwd9oBXdERER6mMXfmhW5rQCGiEjvor/VpddpCAUL4p3NgYKWPTBsB1aBMwGyR1tRg889AdNvhIFnwvl/hOk3klO/k7nB5Zj/vgaS+sJlj8AZ37ZmwW98JuZ1m/wBbntxE0WV9W221YeCKvEue1RgpaUZg6NLNraW1LJmf+URn+tfl+xgc3ENM4dkHXG/CF8D43bcy5rgUL6zcyIARZUN+DKGQf8psO4pqAqVr6TlH9s5RUREupFRuSlcNd0KwrsUwBAR6VVUQiK9TnO2Q3MAIzWhOYBB0SroN6l5FJrDBZ/5ffP2cZdT//pt/B/3YHpccN0bzQ0tB82Gwo9iXve1jSU8tnwfjb4gv79sfNS2hhZrai+AcfmUPPxBk0ZfgKBpsulADU8s38eF7VSFmKbJPz/aB8CFE/vF3gmgsQaeuwFqisDfRFx9CX/w/4wVOyto9AUorWm0mpaNvtrqB/LJS6EXTQEMERHpmcKBC00UERHpXRSWll4n3HyzZQAjnIHhwgclGyBvSvsncMbx3rg7WRkcwYopd0P/ySxauZ/bX95MccJIqNpnjRltZcvBGqBVsCSkZVAl0RU7gDFlYAb//toMXvrmmbxy8ywWjs9l+a5yTNOMuf/+inoO1TTx64vGUpB1hNGrb90G218DmxNqiqme/gNWBEcD8PTK/WwtqSUryQVjLgFHHHx4N9jdkDG4/XOKiIh0Yw6bFbhQCYmISO+iv9Wl12mIlGu07IFh3R5t7IOA1yqXOILqvqfzOe9tXPluKv5AkJ88v5FHPtzLY3tDTTUPrm9zzO7DntD1245fDQdV4p127DYDe+gXq/CY04GZCeSmRjf3nDE4k5KaRg7Vxw5grNhdHtrvCONOy3bA6sdg2g1ww9vwkwMknPfTyObbX94CQGaiG+LTYOT/WBuGzAGXRsmJiEjP5AyNT1UAQ0Skd9Hf6tLr1B+hB8Yk2w7rgbypRzxHXItjV+6pIGiCzYAXD4X6VBxc1+aY2kYrcLK7zMPyXeVR2yJ9OUJZIeHU1htnD2bvnQt595Y5OFr9kjVjiHWtT8qbAyKHahp58qN9lHmaWLG7gqwkF0P6HKGB55JfgTMezvph5CGn3cZzX58ZtVtGosu6Mf+3MPNmOPvW9s8pIiLSzTkjGRgqIRER6U0UwJBeJ1YPjPDtibZdkNIfUnKPeI5whgTAkq2lAMwbnUOJLxFvcn7MDIzw9JMPd5Zz5QMrojIxWk4hgeaaXLejxR/BdU/B8zdC6VYABmclkpbgZF9NMLLLX97czk+f38S9S3eyYnc50wdnYrQeXxJ2eLvVz2LGNyGpT9SmzHDAInw/KXQ/uS+c9xvoNzH2OUVERHqAcOaFzaYAhohIb6ImntKrmKbJ5uJqDCM6OBD+kD/J2AF5M9s7PKKizhu5vb6wCoCBmVafifrMsbiK22Zg1DVFl44UVdYzLCeZHYdqWbWvIqp0JJyB4Qqvcdtr8MJN1u2db8H1b2PY7FzrfBN/fSLUjIeUXJaFMjteWHeAqnofp7eaXBJl7eNgc8CU69psygyVroRFBVJERER6uHBWo8IXIiK9iwIY0qu8suEgizeWALTJTMikmgG2w0ftfwEwMT8tcnt9kRXACPeo8GSMJW3va9BQZfWNCPE0+aPOUVTZQElNI198aCUAKXHNf9zCJSpuhx1ME5b+FjKHWiNdH14Aj18Avga+3XTQOuDeB/CMuISqiln0T8viQFUDhgFnDGkngBHwwfpFMHwBJLcdY5LYIjsFsKaQiIiI9BJ9kq1Aff/0+JO8EhER6UgKYEiv8kloEkgsE207rRtH6X8BMD4vjV13nM+VD6xg5R5r4khuqvVLUHXaGPLAKiMZPDtyTF2Tn6unD2D28D7c8MRqCivrOVTTGNl+3xdPi9we3S+FA1UNeANB2LYYDm2Ei/4OOaPhsofhyUsBgwczvs/OGge/zV9N0sbH+YljP2O/+Di+QJAkt4PB7fW/2P461B2GSV+MudkwDD7+6VxS4h2Ue7z0S9MveCIi0ntcOrk/pw/OoF+q/n0TEelNlDcuvUrLxp2tTbTtwm/aIHfCMZ3LbjMoyLQyExJddrJTrG9zKlNHWTu06IMRDJrUewNkJrmZNzqHOKeNPWV1bCiqjuwzo0W5x2fG9rWuYfph8Q8haziMu9zaOGwufP0juO511vf5LIs8ExjxyVd4Lv5SrnC8w+iKt5g0IJ1hOcntL37NE5CcC0PntrtLn2Q3boddwQsREel1DMMgLz1BPTBERHoZZWBIr9K6jKOl6weVE2gcg+M4xoN+/7wRTB+UyeSB6ZGmnB57GqTmR00iCTfwTHLbMQyDiflpfLS7AofdYGTfZP565aSokpaLJ/Wnb2oc0/1roKYIrngK7M7mC2ePBCB1zUYA/EGTn1UuZGLSOgY/dz30HQt9RsRedPUB2PkmnPldsOuPuIiIiIiI9A7KwJBepczjjb0hGCDu0DrcA6cd1/lyUuK49LQ8BmUlRhpuNvkDVhZH8drIfuEGnoluK2BwxpAsthysobiqkUFZiW2yJQzDYOaQLOzbF4Mrud1MifD4V4B64nhk0J/BlQj//Vn7i152D2DA5GuO67mKiIiIiIh0ZwpgSK9SUdcEwLM3tZo0UrYdvLXH1P+iPeFJHV5/EPKnQ8VuqLGabIYzP5JCAYyZQ7Osy3qaIg07Y9r7AQycCQ53zM32Vqmv6dn94KwfwI7/ws4lbQ8oXAkr74dJX4D0guN5eiIiIiIiIt2aAhjSa9z24ibe3naY2cP7cNrA9OiNRausn3lHn0DSnnAGhjcQhEFnWQ/ufAuAe5fuACDRZQUwJuSlRoIZcc52/phVF0H5DiuA0Y7KeiujZOG4XGv56fEw/UZIHQDv3xW9s68Bnv8apObBeb85/icoIiIiIiLSjSmAIb2CLxDkseX7gOZxp1GKPoa4VMgYcsLXiMrA6DsOssfAktvBU8r6ULPOKQVW4MRht1nBBkIjU00Tti6Gjf+xbgOse8r6OfrCdq958znDWDjIye8vG8/1swYxd1SOla0x7XrY9yGUbGre+b0/WVkhF9wLcSkn/DxFRERERES6IwUwpFc4WNU8rjQv1sz34jXQ/zSwnfhbPpyB4Wn085vF2yhb8Df8DTVUP/UViivr+NrswaQluCL7J7is0pE4px3e+R0suhKe/Qp8+L8QDFqTQgafDRmD2r1mTkocl49wkeR28NOFo8lIDJ1/0hfAEQcr/mbd3/YafPAXGH9F1GhXERERERGR3kIjCqRX2F9RH7mdn9FqykgwCOW7oGDWp7qGy24FMBZ9XMiBqgZKanJJa7qK3xQ/wpUUkJf+g6j940MBjL6+IvjoT9aY1IZKeO8uqC2B6v0w7/YTW0xCBkz5ihXAsDth/SLIHQ8L//SpnqOIiIiIiEh3pQwM6RUeW743cju9RRYEALUHwVcPmSdePgJWWYjNgANVDQAUVtTzz8Bc3guM4zuOZylIih7hag9le8woehjsLph/B3zmD+CMh4/ug0GzYfRFJ76gs38MA2bA6kchbQBc/Sy4k496mIiIiIiISE+kDAzp8Zr8Ad7ccgiA5DgH4/NSo3eo2GX9zBz6qa/ldthp8FkjUz8pqQUM/mFczpPGL5jg+QBoDpI4bAajjb0MO7QYZt4MSdnWfzevhso9kDP2U5W0EJcC17wIW16EYXMhPv3ox4iIiIiIiPRQysCQHq+uyQoo/PKzo9n4y/lRfSgAKN9p/eyAAEa4DwZYzTz7psTx5O3fgrQBpOx6NWpfu83ge45n8DpTYNb3mzfEpUDuBLAdYbzqsXK4YPzlCl6IiIiIiEivpwCG9Hh1TVbpRqK7nYSi8l3giIfkfp/6Wi0DGABZyS4wDBixEPa8a40yDcn2H+Ic2zr2DL4K4tM+9bVFREREREROZQpgSI/nCQUwktoNYOyEjMGfrlwjJNzIMywz0W3dGDYX/I2w94PItin172AzTPYPuORTX1dERERERORUpwCG9HieY8nA+JQNPMOa/MGo+5lJoXKVgWdaWR47/hvZNtHzAZuCBdQlfPrMDxERERERkVOdAhjS4x0xgBHwWw0zO6D/BUBNoy/qflZSKAPDGQeDZ8O218E0oWwngxq38GrgdPwBs0OuLSIiIiIicipTAEN6vLojlZBU7YOgv8MCGHnp8VH3MxJbNAwdfRFU74fClfDaD/EbLp4NzKJPsrtDri0iIiIiInIq0xhV6fGam3jGmOpRHh6h2jElJP/4wmnsKavjm0+vxesPkhbvbN448nywu+Dh8wCwLfwLd6XNZ9awPh1ybRERERERkVOZAhjS43lCY1RjZmBUhAMYHZOBMSwnmWE5yfgDVi+MlJYBjLhUGHYebH0Fhs7DNuVaZhlGh1xXRERERETkVKcAhvR4RxyjWr7TCiwkZHboNYOhthYpcc7oDQvuhAEzYMzF1nhVERERERER6RAKYEiPV9fkx+Ww4bTHaOlSvtPKvuikYEJKfKs/Qmn5MPObnXItERERERGRU5maeEqPV9vkJyWuvRGquyGjY/pfxJIa7zz6TiIiIiIiIvKpKYAhPV51g69tKQeAtx6qCzus/0UsMa8rIiIiIiIiHU4BDOnxahp80c00w8q2AyZkj+y0aye3l/khIiIiIiIiHUoBDOnxahr9sQMYh7daP/t0XgDDEavvhoiIiIiIiHQ4ffqSHq+2wRe7B0bpJ2BzQsbgDr/mN+YMYUBGQoefV0RERERERGJT/rv0eNUNvtjNNA9vhaxhYO/4PhW3zB/JLfM7L7NDREREREREoikDQ3o00zSpaWynB0bpJ51aPiIiIiIiIiJdp9MCGIZhPGwYRqlhGJtaPX6zYRjbDMPYbBjGH9o5dq9hGBsNw1hnGMaqzlqj9HyNviC+gNl2Goi3Dqr2Q/aok7MwERERERER6VCdWULyKHAv8Hj4AcMw5gAXAuNN02wyDCP7CMfPMU2zrBPXJ71AZb0XgLSEVgGMQ1uwJpCM7vpFiYiIiIiISIfrtAwM0zTfAypaPXwTcKdpmk2hfUo76/rScUzTxDTNk72MmA5UNQDQLy0+esPBddbP3AldvCIRERERERHpDF3dA2M4MMswjI8Mw3jXMIyp7exnAv81DGO1YRg3dOH6pBXTNBl062J+99rWk72UmAor6gHIS28dwFgP8RmQmncSViUiIiIiIiIdzejMb9YNwygAXjFNc2zo/iZgKfBtYCrwL2Cw2WoRhmH0M02zOFRi8iZwcyijI9Y1bgBuAMjJyTlt0aJFnfRsOofH4yEpKelkL6Nd3oDJDW9aQYJHFySe5NW09eJOL8/v9HH/vARcdiPy+GmrvofPmcyGCbefxNV1jO7+HpGTS+8PORq9R+Ro9B6RI9H7Q45G7xE5kpbvjzlz5qw2TXPKpzlfV49RLQKeCwUsVhqGEQSygMMtdzJNszj0s9QwjOeBaUDMAIZpmvcD9wNMmTLFPPvssztv9Z3gnXfeoTuvubLOC2++CdDt1vnbV7fw6p59ZCe7Oe/cOc0b/F54bz/M+Ea3W/OJ6O7vETm59P6Qo9F7RI5G7xE5Er0/5Gj0HpEj6ej3R1eXkLwAnANgGMZwwAVENeo0DCPRMIzk8G3gPGATclLU+wInewntenvbYfIy4vnlBWOiN5RugaAPcsefnIWJiIiIiIhIh+vMMapPA8uBEYZhFBmG8RXgYWBwqJRkEfAl0zRNwzD6GYaxOHRoDvCBYRjrgZXAq6Zpvt5Z65Qja/D6I7d9gWCnXqu6wceNT6ympLrxiPvtLPXwzafWsLPUw7kjszl/XG70DgdWWz/7n9ZJKxUREREREZGu1mklJKZpXtnOpi/E2LcYOD90ezeg0RHdRL23OQNj04FqJg1I77Rrvbv9MK9vLgHgvi+2H3y4e8kOXtlwEIC89IS2OxxYAwmZkDawU9YpIiIiIiIiXa+re2BID9PQIoDxy5e3ML5/KtMGZfDZCf06/FrhXq5bS2qOuF92sjtyOz8jvu0OB1ZB/ylgGG23iYiIiIiISI/U1T0wpIcJ98AY3CeRbSU1PLFiH7e/vJnOmF5T5vECsLe8Hv8RylXqQ2UtY/unMD4vLXpjYw0c3qbyERERERERkV5GAQw5onAGxt+unsxnxlq9Jso8XnaUejr8WuWepsjtX7+yhUc/3MOzq4swTRPTNHlixT5e23iQMo+XkX2TeeXmWWQluaNPUvQxYCqAISIiIiIi0suohESOKNwDI8HpoE+L0o3lu8oZnpPcodeqqPPitBskxzl5bPm+yONDspNIiXPw8xesYTSjclPITHLFPsm218ARDwNndujaRERERERE5ORSBkYvsbWkhnJPE69tPMjrm0qiSjCCQZOP91ac0HnDU0jiXLaolhLLd5W32bfM08TO0toTuo51vJchfZJY8/N5vHLzmZHH/7pkB/sr6iP3PzlYQ0aiu+0J/E2w+XkYNg9cMZp7ioiIiIiISI+lDIxewDRNFvzv+1GPPX7dNM4a3geAp1bu52cvbOLBa6Ywd3TOcZ27IdQDI8HlYPawPvzj3d3kZ8SztrAytEMVvPFTSOnHFWtmsLOsgV13nI/ddvwNNMvrmiIlIaNzUyKPL9laSoI7+q2akxwjgLHh31BfBlOuPe5ri4iIiIiISPemDIxe4HCL3hFhU1bAUQAAF4tJREFU5XXNj+0tqwNg26G22RE1jT62ldRimib+QJBNB6o5WN3AzlCPi3AJSbzTzsyhWWy+fT6Xn5bPoZomiqsaCPz3F7Dun/DeHzi98iUA3t5aetzPobrex4HKhkhpiM1msOVX81n243MAeHl9Mec51vKm6xZutL/ElIGtxrkG/PD+XZA7AQbPOe7ri4iIiIiISPemDIxeoKiyIXJ73ugc3txyiOp6X+SxeJcdiB6JGnbNQytZV1jFk1+dzpbiGn67+JPItsXfmoWn0U+c0xbJqEh0O8hLt0aXXvH7p3nb/U+Y9jU4vJWf7n6S1cHhfPVxjjsL47L7llFa20Rmi9KQBJeDBJeDSQPSqCjcyj2Ou4nDy49ti2jclwYjfgGuRGvn1Y9A5R644mmNTxUREREREemFlIHRCxSG+kPceck47r5iIgA1jX68/iBef5C6Jitwcbi2KWr8aaMvwLrCKgAOVjfy7vbD0eetrKe4uoF+qfFRj+dnWP0lvm5/Eb9pg1nfo+mi+6kjjl87HwFMDtU0Htf6w1NNYjXn/PvnRvFy7iO4nC4ab95I9dhriFt1Hzw4D/Z+AFtfhTd+AkPOgRGfOebrioiIiIiISM+hAEYvEM7AuGBiv1DWgp3S2kZO/90STv/dEoqrrO3/WlXI1N8uiRy3el9l5HaZp4lV+6IbfZZ7vBRWNJCXEd0Qc2BGAv05zKX293ndPY8N1XGM+N1qfu+/gim27Vxk+5CZdy6lrsl/TOtv2RA0M7FtAKPvtn+SUrER28V/Jy5zAKmX3gOf/ydU7YdHF8KiqyBtAFz6kLIvREREREREeikFMHqBosp6MhNdJLisiqDUeCfvbDtMRZ2XijovRVs/4innb/iS/Q3KPI2UhrIjWgYO3t9xmEZfkLuvmMhfr5wEQEVdE4WV9eSnR2dgZMcFeTH/KTAMHgheyAtriwH4T+AsqtPHcavzKRJpOOYsjOW7m9eRFNeqqsnfBMvvhcFnw+gLrMcMA0Z9Fr6zAa76N1zyIFy/FBIyjvUlExERERERkR5GPTB6gdZZEilxzhYNO03+bL+X4bYDzLRvwUaQaXcY3PeFySzfXc7E/DQ2Hajmw51WEGH28D6kJbi4+em1/Om/2wHISw+d29dglWusfpSswyt5Y8TtbFqfzPYV+0JXshF34V2kPnoeNzpepqLuHAb3OfLaF288yPNrD0TuO1r3zdj0LHgOwUV/b3twQgYMn3/sL5SIiIiIiIj0WApg9AJFlfWM6Z8auZ8Sb/1vnZifxo3Dahi+7ABPZ3+P7INv8wPHv3kpMJMnP9rP+sIqbjhrcKQPxtxROaQlNJdwpOLh1qGFLLAfgJVL4f0/Q20x2N1w4b2MKbiELyfuIRA0SY13MmlAGu6CHDanncOXK99g4/7VMOBcwISAD5xxbdb+3BorePGfG2ewal8l80b3bd4YDMKye6HPKKu/hYiIiIiIiJyyFMDo4YJBkwNVDSwYmxt5LNFt/W+dMSSTBY63wbDhHn8Jfyrsw6vun/Df5F9z3o6fc6ZtN5+1l/KRUUGC0cR3Zl9nncBbx1fsr/Itx/OkFtVDUejEedPg4r/DgJngcJEH/PKCMW3WlH3x72h4eD4zl16G+bYdH3ZsmDjO+Qmc+d1In4pA0OSjPeVcMTWfKQUZTCloVQKybTGUboaL71dvCxERERERkVOcAhg9XEW9F1/ApG9K8/jRz03JxwAunZwHLy6F/lNYMG0UH5WY1A5/ivQXvsTquJusnT+EZ0OHBl5YBAZQuZefO6EuLhcu+yekF0BDJfQ/7ZgCCan9h3N60538efROBrpqeWtTIQVGCfOW3A6GDc78DgCbi6upbfQzY0hm7BN9/ACk5sO4y078BRIREREREZFeQQGMHq6izgtAVnJzAOP8cbmcPy4X6ivgwBo4+8ckuBz8/rLxwHhIeBrW/wvGXAzpA/ny3c8z0ijkRw2LIWMQTLsB+k0mcewl4HC3c+X2uRw2/HEZvJN2CTbD4GH/HsBk27DHcL9/F4sCc/C503j0wz0AzBgcI4BRvgt2vwNzfgY2+wm8MiIiIiIiItKbKIDRw5V5mgDIiDF+lN3vAGbb/hFD51r/hZz72UQ2FFVjXP6PDltXeqKLijovO0o9oUcMdo77LmN2n8+hN/+Xv/itrIrBfRLJTmnbG4PVj4Bhh8lf7LA1iYiIiIiISM+lMao9XLknlIGRFCNTYv9ycCZCv8lHPMcXZxTwx8sndOi6UuOd7Cuv45ODNVw8qT8AH9XlcjB1ImfZNkT2u+eKSW0P9jfB2idh5PmQ3LftdhERERERETnlKIDRw4VLSDJjZWAcWAP9JoK96xNtUuKcrC+qBuCCCf1w2g3+8tZ2XizPY7SxFxc+APLTE9oevOUlaKiAKdd15ZJFRERERESkG1MAo4cr9zRhGESNPwXA74WSjdAvRoZDF0iNd0Zu52fEMyEvjdpGP2uCQ3EbfibbdpDsdkRGvkZZ9bDVOHTQ2V22XhEREREREeneFMDo4crrvKQnuLDbWk0HKd0CgSbof+Tykc7SMjCRmeiOTBr5IDiOJtPJfNsqRvdLwWg91aR0K+xfBqddCza9PUVERERERMSiT4jdXL3XT6MvEHNbuaeJmkZ/VLZDRPEa62f/0zpxde1LibPWZLcZpMY7I5NG6oljSXASV8cv49GrRkUfZJrw4d1gc8LEq7t6ySIiIiIiItKNKYDRzY3+xRvM/uPbbR7fdKCaKb99i3e3lZISF6MMo3gdxKdD2sAuWGVbKaGgSoLLjs1mMHlgOgkuOy67jX/4/weXr4b45XfBH4fBg3Ohch+sfxrWPwUzvg5JfU7KukVERERERKR70hjVHuBQTVObx97eWoppQk2jPxIsiFKyEfqOh9YlGl0kvCaX3YqRxTntvHLzmWQlu9lfPhOWvA3L7rF2riuFeyaBGYCBZ8C5t52UNYuIiIiIiEj3pQyMbuyMO5e2u2357vLI7TYBjIDf6oHRd1xnLe2o0hOsNWWnxEUeG9wniZQ4J2P7p8Il98P4K+Bzj8N3NsKw8yBvGlx8H9jsJ2vZIiIiIiIi0k0pA6ObOlTTyIGqhsh90zQjDS8bfQFW7auMbAv3m4io2AX+xpMawDhnZDa3XzCGqQUZsXdIyoZL/tF8/6pFXbMwERERERER6ZEUwOimVrTIsACobfJHAhXrCqvw+oO4HDa8/mDbJp4lG62fOWO7YqkxJbgcfGlmwUm7voiIiIiIiPQuKiHppooqreyL/mnxAFR4vJFtO0s9AJw93Gp06bK36nNRshHsLsga3gUrFREREREREel8CmB0U2WeJpLcDu64xCoD+ebTa7jqgRWsK6yiqLIBp91g7qgcIEaTz5KN0GcEOFxdvWwRERERERGRTqESkm6q3OMlM8nFhLxUzh2ZjafJz+p9lfzr4/3UNPrpnxbPBRP7sWpfBV+fMyT64JKNMGzeyVm4iIiIiIiISCdQAKObqqjzkpnoIi3BxUNfngrAVx9bxdMrC3HaDU4fnEmc084fLpsQfWDtIWss6UnsfyEiIiIiIiLS0VRC0k2VeZrISHRHPXbZaf0B8AVMhvRJin1g8VrrZ+74zlyeiIiIiIiISJdSAKObKq/zkpUU3cNiwdhc8jOspp7TB7UznrRwBdgc0G9yZy9RREREREREpMsogNEN1TT6KPc0kZsa32bbLfNHAnD64MzYB+/9EHIngCuhM5coIiIiIiIi0qUUwDjJij1B6pr8UY899P4egiZMHZTeZv8LJvRj750LSa/aBH8aASvua97oKYWij2HY/M5etoiIiIiIiEiXUgDjJGrwBvjJBw3c9OSayGOlNY3cvWQHAJMHtA1gAFajzv9cC54SeP1HULHbevyj+wATRl/QySsXERERERER6VoKYJxEq/ZVAPDe9sMcrG4AYPnucgAe/vIU4pz22Ad+/CBU7oNLHgRnIjxwDjz7VXj/zzDhSsge1SXrFxEREREREekqCmCcRMt2lUduz7xzKbsPe/h4bwXJbgezh2fHPigYhA2LYPDZMP5yuH4J5E2Fzc/DmItg4Z+7ZO0iIiIiIiIiXclxshdwKvvclHy8ZYWMGjWKHzyznve2H2ZvWT2Ds5Ow24zYB+1fDlX74ZyfW/ezR8HVz3TdokVEREREREROAmVgnESDshKZlefkstPyyM+IZ9mucooq68lLbzt9JGL762BzwsiFXbdQERERERERkZNMAYxu4owhWSzbVc7+inry048wAnXPe5A/DVyJXbc4ERERERERkZNMAYxuYsaQTDxNfoIm5Ge0k4HRUAklG6BgVtcuTkREREREROQkUwCjm5gxJDNye0y/1Ng77VsGZhAGndVFqxIRERERERHpHhTA6Cayk+Mit8f1byeAsettcMRD3pQuWpWIiIiIiIhI96ApJN3Ig9dMobrBF3sCiWnCjjes8akOd1cvTUREREREROSkUgCjG5k7Oqf5zp73IWMQpOZZ9w9vs8annvndk7M4ERERERERkZNIAYyTyTRxN5ZFP+atg+dugK2v/H979x4rV1mvcfz7aAUveEGLDeIFpIAhRhGIoqipASoIgho1FKJ4vwQvRP9QzzERMSZ4jaKJJ56IiFEQgmg1oFYlnsRDBVoJCIgULFqoRa0XFA+Hws8/5t12Wrtnu8ves5Z7vp+E7Jl3rTV9Jzx518xv3vUu2GU3OPUKeORecOMlg+37LR9/PyVJkiRJ6phrYHTp+6dzyJp3wx/Wb2374YcHxYv9j4F7/gbnHAu3Xg4//tTg7iNTMzIkSZIkSZogFjC6dNBJpO6Bi94A990Hd22GNV+Ep58EJ50PJ18A//dH+OLRsOVuOO5TXfdYkiRJkqROeAlJl/Y4gJv3fR1PufEzgwU6f/MzuOcueM7bB9uXHglv+AGsPReWHgGLl3bbX0mSJEmSOmIBo2OblizjKXd8Cy56I9zzVzjgWFhy4NYdHrMvHPXB7jooSZIkSVIPeAlJx+oBi+Dki+BJzx6se/FiLxORJEmSJGl7zsDog8VL4eQLu+6FJEmSJEm95QwMSZIkSZLUexYwJEmSJElS71nAkCRJkiRJvWcBQ5IkSZIk9Z4FDEmSJEmS1HsWMCRJkiRJUu9ZwJAkSZIkSb1nAUOSJEmSJPWeBQxJkiRJktR7FjAkSZIkSVLvWcCQJEmSJEm9ZwFDkiRJkiT1ngUMSZIkSZLUexYwJEmSJElS71nAkCRJkiRJvWcBQ5IkSZIk9Z4FDEmSJEmS1HsWMCRJkiRJUu9ZwJAkSZIkSb1nAUOSJEmSJPWeBQxJkiRJktR7FjAkSZIkSVLvWcCQJEmSJEm9l6rqug9zJslvgVu77scsLQZ+13Un1GtmRKOYD83EjGgmZkSjmA/NxIxolOF8PKmq9rg/L7agChj/jpJcVVWHdt0P9ZcZ0SjmQzMxI5qJGdEo5kMzMSMaZa7z4SUkkiRJkiSp9yxgSJIkSZKk3rOA0b3Pd90B9Z4Z0SjmQzMxI5qJGdEo5kMzMSMaZU7z4RoYkiRJkiSp95yBIUmSJEmSes8CRoeSHJ3kxiTrkry36/5o/JI8IcllSW5Icl2Sd7b205PcluTq9t+Lho55X8vMjUle2F3vNS5J1ie5tmXhqtb26CSrktzU/u7e2pPkrJaRa5Ic3G3vNZ+SHDA0Tlyd5M9JTnMMmWxJzk5yR5KfDbXNesxIckrb/6Ykp3TxXjQ/psnIx5L8vOXg4iSPau17J/nb0HjyX0PHHNLOT+tajtLF+9HcmiYfsz6v+F1n4ZomI18bysf6JFe39jkdQ7yEpCNJHgj8AjgK2ABcCayoqus77ZjGKsmewJ5VtTbJw4E1wEuAVwJ/qaqPb7f/gcB5wDOBxwHfB/avqnvH23ONU5L1wKFV9buhto8Cm6vqzPahYPeqek/7QPF24EXAs4BPV9Wzuui3xqudV25j8P/9tTiGTKwkzwf+ApxbVU9tbbMaM5I8GrgKOBQoBuenQ6rqDx28Jc2xaTKyHPhhVW1J8hGAlpG9gW9P7bfd61wBvBNYDVwCnFVVl47nXWi+TJOP05nFeaVt9rvOArWjjGy3/RPAn6rqjLkeQ5yB0Z1nAuuq6paq+n/gfOCEjvukMauqjVW1tj2+E7gB2GvEIScA51fV3VX1S2Adgyxp8pwAfKk9/hKDwtdU+7k1sBp4VCuUaeE7Ari5qm4dsY9jyASoqv8BNm/XPNsx44XAqqra3IoWq4Cj57/3GocdZaSqvldVW9rT1cDjR71Gy8kjquryGvwiei5bc6V/Y9OMIdOZ7rzid50FbFRG2iyKVzIobE1rZ8cQCxjd2Qv49dDzDYz+4qoFrlUnnwH8pDW9rU3jPHtqqi/mZlIV8L0ka5K8qbUtqaqNMCiEAY9t7WZkcp3Ith8WHEM0bLZjhlmZbK8Dhn8F3SfJT5P8KMnzWtteDHIxxYwsfLM5rziGTK7nAZuq6qahtjkbQyxgdGdH1/d4Pc+ESrIbcBFwWlX9GfgcsC9wELAR+MTUrjs43NwsfIdX1cHAMcCpbdredMzIBEqyC3A8cGFrcgzRv2q6TJiVCZXkP4EtwFda00bgiVX1DOBdwFeTPAIzMmlme14xH5NrBdv+oDKnY4gFjO5sAJ4w9PzxwO0d9UUdSvIgBsWLr1TV1wGqalNV3VtV9wH/zdYp3uZmAlXV7e3vHcDFDPKwaerSkPb3jra7GZlMxwBrq2oTOIZoh2Y7ZpiVCdQWaz0OOLlN6aZdGvD79ngNcDODNQ42sO1lJmZkAduJ84pjyARKsgh4GfC1qba5HkMsYHTnSmC/JPu0X85OBFZ23CeNWbtG7AvADVX1yaH24TULXgpMrfC7Ejgxya5J9gH2A64YV381fkke1hZ4JcnDgOUM8rASmLorwCnAN9vjlcCrM3AYgwWUNo652xq/bX7tcAzRDsx2zPgusDzJ7m2q+PLWpgUqydHAe4Djq+quofY92iLBJHkyg3HjlpaTO5Mc1j7PvJqtudICsxPnFb/rTKYjgZ9X1T8uDZnrMWTR/PRbM2krPL+NwYeBBwJnV9V1HXdL43c48Crg2qlbDQH/AaxIchCDaVTrgTcDVNV1SS4ArmcwvfNU7x6w4C0BLm53lVoEfLWqvpPkSuCCJK8HfgW8ou1/CYO7CawD7mJwNwotYEkeymCV9zcPNX/UMWRyJTkPWAYsTrIB+ABwJrMYM6pqc5IPMfgSAnBGVf2ri/qp56bJyPuAXYFV7ZyzuqreAjwfOCPJFuBe4C1DWXgrcA7wEAZrZngHkgVgmnwsm+15xe86C9eOMlJVX+Cf1+OCOR5DvI2qJEmSJEnqPS8hkSRJkiRJvWcBQ5IkSZIk9Z4FDEmSJEmS1HsWMCRJkiRJUu9ZwJAkSZIkSb1nAUOSJM2LJJXky0PPFyX5bZJvt+fHJ3nv/Xj909ptZCVJ0gSwgCFJkubLX4GnJnlIe34UcNvUxqpaWVVn3o/XPw2wgCFJ0oSwgCFJkubTpcCx7fEK4LypDUlek+Sz7fE5Sc5K8r9Jbkny8ta+bGrGRnv+2XbcO4DHAZcluaxtW57k8iRrk1yYZLcxvUdJkjQGFjAkSdJ8Oh84McmDgacBPxmx757Ac4HjgJEzM6rqLOB24AVV9YIki4H3A0dW1cHAVcC75qD/kiSpJxZ13QFJkrRwVdU1SfZmMPvikhl2/0ZV3Qdcn2TJLP+pw4ADgR8nAdgFuHyWryFJknrMAoYkSZpvK4GPA8uAx4zY7+6hx2l/t7DtjNEHT3NsgFVVtWIn+yhJknrOS0gkSdJ8Oxs4o6qu3YljbwUOTLJrkkcCRwxtuxN4eHu8Gjg8yVKAJA9Nsv/96bQkSeoXZ2BIkqR5VVUbgE/v5LG/TnIBcA1wE/DToc2fBy5NsrGtg/Ea4Lwku7bt7wd+sfM9lyRJfZKq6roPkiRJkiRJI3kJiSRJkiRJ6j0LGJIkSZIkqfcsYEiSJEmSpN6zgCFJkiRJknrPAoYkSZIkSeo9CxiSJEmSJKn3LGBIkiRJkqTes4AhSZIkSZJ67+9kctd6TSE5OQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 10))\n",
    "plot_series(np.arange(labels_validation.shape[0]), labels_validation, \"real value\")\n",
    "plot_series(np.arange(labels_validation.shape[0]), forecast_validation[:,0], \"predicted value\")\n",
    "plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictions: Dev data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2010052d488>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 10))\n",
    "plot_series(np.arange(labels_dev.shape[0]), labels_dev, \"real value\")\n",
    "plot_series(np.arange(labels_dev.shape[0]), forecast_dev[:,0], \"predicted value\")\n",
    "plt.legend(loc='upper left')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
